{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "s1i4P0Z-LFnl"
   },
   "source": [
    "# RANS Airfoil Flows with Bayesian Neural Nets\n",
    "\n",
    "## Overview\n",
    "\n",
    "We are now considering the same setup as in the notebook {doc}`supervised-airfoils`: A turbulent airflow around wing profiles, for which we'd like to know the average motion\n",
    "and pressure distribution around this airfoil for different Reynolds numbers and angles of attack. In the earlier notebook, we tackled this by completely bypassing any physical solver and instead training a neural network that learns the quantities of interest. Now, we want to extend this approach to the variational Bayesian Neural Networks (BNNs) of the previous section. In contrast to traditional networks, that learn a single point estimate for each weight value, BNNs aim at learning a _distribution_ over each weight parameter (e.g. a Gaussian with mean $\\mu$ and variance $\\sigma^{2}$). During a forward-pass, each parameter in the network is then sampled from its corresponding approximate posterior distribution $q_{\\phi}(\\theta)$. In that sense, the network parameters themselves are _random variables_ and each forward pass becomes _stochastic_, because for a given input the predictions will vary with every forward-pass. This allows to assess how _uncertain_ the network is: If the predictions vary a lot, we think that the network is uncertain about its output. [[run in colab]](https://colab.research.google.com/github/tum-pbs/pbdl-book/blob/main/bayesian-code.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jzE1wwAjG_QQ"
   },
   "source": [
    "### Read in Data\n",
    "Like in the previous notebook we'll skip the data generation process. This example is adapted from [the Deep-Flow-Prediction codebase](https://github.com/thunil/Deep-Flow-Prediction), which you can check out for details. Here, we'll simply download a small set of training data generated with a Spalart-Almaras RANS simulation in [OpenFOAM](https://openfoam.org/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "JwZudtWauiGa",
    "outputId": "4b8b6f0c-ad97-4527-869c-622ad11c292b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading training data (300MB), this can take a few minutes the first time...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded data, 320 training, 80 validation samples\n",
      "Size of the inputs array: (320, 3, 128, 128)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import os.path, random\n",
    "\n",
    "# get training data: as in the previous supervised example, either download or use gdrive\n",
    "dir = \"./\"\n",
    "if True:\n",
    "    if not os.path.isfile('data-airfoils.npz'):\n",
    "        import requests\n",
    "        print(\"Downloading training data (300MB), this can take a few minutes the first time...\")\n",
    "        with open(\"data-airfoils.npz\", 'wb') as datafile:\n",
    "            resp = requests.get('https://dataserv.ub.tum.de/s/m1615239/download?path=%2F&files=dfp-data-400.npz', verify=False)\n",
    "            datafile.write(resp.content)\n",
    "else: # cf supervised airfoil code:\n",
    "    from google.colab import drive\n",
    "    drive.mount('/content/gdrive')\n",
    "    dir = \"./gdrive/My Drive/\"\n",
    "\n",
    "npfile=np.load(dir+'data-airfoils.npz')\n",
    "print(\"Loaded data, {} training, {} validation samples\".format(len(npfile[\"inputs\"]),len(npfile[\"vinputs\"])))\n",
    "print(\"Size of the inputs array: \"+format(npfile[\"inputs\"].shape))\n",
    "\n",
    "# reshape to channels_last for convencience\n",
    "X_train = np.moveaxis(npfile[\"inputs\"],1,-1)\n",
    "y_train = np.moveaxis(npfile[\"targets\"],1,-1)\n",
    "\n",
    "X_val = np.moveaxis(npfile[\"vinputs\"],1,-1)\n",
    "y_val = np.moveaxis(npfile[\"vtargets\"],1,-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5C_Ooq0JG_Qk"
   },
   "source": [
    "### Look at Data\n",
    "Now we have some training data. We can look at it using the code we also used in the original notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 383
    },
    "id": "1y1zHmKlAWNs",
    "outputId": "2a3223d3-5708-48ee-8186-78d6c403145e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Here are all 3 inputs are shown at the top (mask,in x, in y) \n",
      "Side by side with the 3 output channels (p,vx,vy) at the bottom:\n"
     ]
    },
    {
     "data": {
      "image/png": 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2wyjoDR/cCeAjAJ4H4KNi/CkA/2KThVIURVGUnYF34NXJzPwnAP6EiN7GzOoMKIqiKMqq7FCi4f9PRC2Jw8yP2kB5FEVRFGXn2KV3HzxJDB8F8AIAV2+mOIqiKIqyYzB2xylg5uPJqDcQ0UcBvGozRVIURVGU3WGn3pJIRE8UXw2cc6BvV1QURVGUMeySUwDg34vhEsBfAXjhRkqjKIqiKDsIb0fjg1Hhg688HwVRFEVRlF1lW8IHgz0aEtGDiOiNRPRHRPRRIvopInrQ+SicoiiKomw9IXywBT0ajunm+B0A7gbwdQC+3g//6iYLpSiKoijK+WdMTsHnMPOPi++vJaJv2FSBFEVRFGXX2JnwAYDfJKJvJCLjPy8E8O5NF0xRFEVRdgXmaZ8LxRin4DsBfD+AX/bfDYAzRPRPATAzX7mpwimKoijK1sMALF3oUoxiTOuDK85HQRRFURRlF9mpzosAgIiuBfAIOT8zv29ThVIURVGU3YHAvCNOARG9HsA3ALgJQOVHMwAVBYqiKIoyBO+WU/CPAHw+My82XRhFURRF2UV2SRR8CsAcgIoCRVEURZkIA7sTPgBwFsD/JKLfgRAGzPzPN1YqRVEURdkVGOBdaX0A4Eb/URRFURRlBXbphUi/cD4KoiiKoii7ytaHD4joY3ChkCzM/EUbKZGiKIqi7Bi7ED74h+etFIqiKIqyo1zoroun0CkKmPnW81kQRVEURdlNdqjzIkVRFEVRDofdgfCBoiiKoiiHZYvCB2NenawoiqIoyv0AFQWKoiiKskFCj4ZTPmMgomcR0SeJ6GYi+uGOeV5IRDcR0ceJ6O1D69TwgaIoiqJsmHUnGhJRAeBNAJ4J4HYAHyaiG5n5JjHPYwC8EsBXMPO9RPTZQ+tVUaAoiqIoG8auv/XBkwHczMyfAgAiegeA58O90TjwnQDexMz3AgAz3zW0Ug0fKIqiKMomYQLbaZ8RXAvgNvH9dj9O8lgAjyWi9xPRB4joWUMrVadAURRFUTaIyymYvNg1RPQR8f0GZr5h4jpmAB4D4BkAHgbgfUT0hcx8X98CiqIoiqJskBXCB8eY+Uk90+8AcJ34/jA/TnI7gA8y8xLALUT0F3Ai4cNdK9XwgaIoiqJsmA20PvgwgMcQ0SOJaA/AN6L9RuNfh3MJQETXwIUTPtW3UnUKFEVRFGWDMNafaMjMJRF9L4B3AygAvJmZP05ErwHwEWa+0U/7B0R0E4AKwA8y8/G+9aooUBRFUZRNwpt5dTIzvwvAu5JxrxLDDOAH/GcUKgoURVEUZcPYC12AkagoUBRFUZSNom9JVBRFURQFm8kp2BQqChRFURRlw6hToCiKoigKAMBuyauTVRQoiqIoygbhDbU+2AQqChRFURRlw1hshyjQHg0VRVEURQGgToGiKIqibJwVXoh0QVBRoCiKoigbhEHaJFFRFEVRFMe25BSoKFAURVGUDaPhA0VRFEVRtEdDRVEURVFqWMMHiqIoiqKAtUdDRVEURVGg4QNFURRFUSKk4QNFURRFURwaPlAURVEUBYAmGiqKoiiKgpBTcKFLMQ4VBYqiKIqyYbYl0XDwLYlE9BVjximKoiiKkocnfi4UY5yC/wjgiSPGRe782Gm8+rHva4zr2skuSyUd3TlfZrydsJ3ctjZFTieaZGSq0iidLr6n60vXRT3T0u9j1tc139D86XL/8sW3jCoU9R0cOa214/V36ppv6jAAmOTX6ftxDkt6wqYnurX5ecPwwDgOwzy0bDJ/17rFvL3zA60LjpN1PPfBn4fzwSr3Hu4YHw9nz/dwqK0cF4fdEHM9nbm5njBPc7kwnZH+pPV66oLGn1jsSevUytwRz2cXvelltQu433I7dqxTFBDRUwF8OYDPIqIfEJOuBFCM3cAUMZCbNzvfIYRA37ltN3DmG3GGy7WHsbKMhpr7YVDva1hNmN9QvT65LlkvcWY7hvLzpvPnlumab2j+zuXSQiTf2XJbGOTI7UwfhxUEI8XAqLJ7OD1ZTfKDh22GE8KYWhgYap/sY8f1kbuoRszb2hdJnyDIsM7baLql9OeJhzqZXx42OU2OD8OUmRYgat+7wvxjy52/pw3/pk3dlRcEU8VAbv4hzIhfVG5zlwTClMvpQtLnFOwBuNzPc4UYfxLA12+yUH2sWxCMFQJT9AI16rnmgkEkpBW6mzepI1E/HDOPu0Cm1I9T69IxrHt9nXQVfoxLkKNTHPS4A0PORnY7ojLvWZZzKk5unzkvDNYhBvrocwCG5h8SBH5XNnUKpevtEgldAiCd1lX5p9tsCQisp4LIOhU9LoEbz4355LhA171uFREwZh19QiF9KFI2T6coYObfA/B7RPRWZr51nRud+gRflymzrkOsv0sQHNYw6FO6YZtSHPQJg3S90jEI83U9uQ8xqg7b5Ysxt3NdgqDHHciKgVRMjJ3mK/mwzk5xINeViow+gbAJxoQNRgqCVel66u9DLiJn7xIAYVqXMBjjFqRlHhsWlfcqOYkzT/2pIEhDBl2CYEwYIVeePsyI2jzdTk4kbMsbBvvgbQ8fCN5KRK2fhJm/amjBw/6OQxf2GEGwTjEwdN/K3eq7BIJl7nQNZIUftjmYESrLOdIBWNUp6FpkbE7BWliHC9A7rkMQ9ImBXiHQUcZcJR+n2bw4sNz0ooMwmCACyNCgdR/IzpcZt/L65IXVsY6p5+nQ/C1rXwxLARDm7QobDAkDOQ+QDyGswlBax5AgmBJCOExYtWvZPrEgyzAm3LANMHYjfBB4hRg+CuDrAJSbKU7NKg84Q4Igd4J2W2UrbD8zTlYT7fyAbtegq8Ke6hb0uQi77AIMWvljxcEYQZCKgVXzG4DmSSxcgEYlnhMGufXKWqrLPZhSS2XFwYh55eAIh0AWdVP0HXYpAGR5wrSxwiBdti+EYIgGK9/2/S1fsY8VBH1iYKgsY86Yvp+vK6zamm+HBML5MO3WwaAoYOaPJqPeT0QfWnWD6wodpPeSqYLgMGIgt2yX8M096efEwZAwsMk6kJnnsIxZzUXhEnRu5BBCIFfJZwTBZDEwJcEjnd9yvY3UNUiFwQpuQW85+i6EIZdgVUEgpo89bFPP/a5Dk4vOpO5AmE4D43JhBzl8GNr3NTGMfkGwqhhYtdxdy+V+MrndMQJh+9ihdx8Q0dXiqwHwZQAesLESIVPBnwdBkLsHTnHNuuaNFb//noqDKcIgt1xjPNZb+W5MbEiF08qu3PAjIpAXAnHaCoJgSihDztNwBZJjEMbF4Yxr0CUMVqGjtowV+ViXYA2CoIt1nBZDUZwucZC6BmPHpcNA25zpEgxdh8Ry2yXIRWAseJQ70Lo/5jc7uVLuerKXa1lVIGwbjB1yCgB8FHV9UwK4BcBLN1mow9AnCMaIgd4mOAM/apfdD3SLAzl9SBhMaY1wPurWwPlrcYBpyRXAtEo6lxPQJwj6xMAqWZy5mqkx3CMM0vX2hQwkU+PFh8glqNcxvM7AOnNegO4KLxUDuWTDsLwUAek4oH3YpVuQ/hRDxo6rTPIztB+eeJQgGCsGDvtkPiqB0P/t+s3kPXHb2RmngJkfuckCDJ12U12C5rRuQTBGDEy+12XmjzH/EeKgTxjIck+tF9Myns9cgu24DBLCj7SKIEgPLo38tdh2OyaNCr4jz2AdbsEUVnUJBi7g9DD0scq5lVtGlqDvJwjLpyIgFyYYU/lPaZoYxEWXS9DooGiCIBgjBNJmjWOgTEXeJxL63IM092pb2RmngIiOAngZgKfB/Xa/D+BnmXl/EwXqreQH5uXGtLwgOIwYmPKbyqf8gKG8OBgjDPoq86GEw9y4Vcito+8GPnqbPTs3ugOjIdKQQetvEjZoPflnwgVdYqBLCOT2I9YsYhlZM2aTBZOKv88tGBrXwxgHIDvPIQTBEFPOBEMM2YucoVAhNteSu17c/HnnQFb8clxfGCE9SodthWA586DDzYo3JwhyYqDdT8Hha690HX0iIXUQutyDTXQud75wPRpe6FKMY0z44BcBnILr2hgAvhnALwF4Qd9C69j/KVb+YQXBqgmQXeSUr7zBNMIGmCYMwvxjOzSSnC+X4FCbOd92Rg/tZocdosLN3J5viFwIIawniIMeYdAMI+BwNU0sQ/qdk7+5Zfy0NQuCsWeBabea7hyfGyeFQhoWqOdpOwfSFUiFQZdbcNhc0Ea50QwbAPmkwpwgaDZLbBbosKGDVkUv1p8KhKniYFvZmfABgCcw8+PE998lopuGFpJqedNMFQQ5hZ1bV26dUzFELYGQioMxwmCIddejq4TEJ633sHGQHiY7Cx0uQVxPGjJI//aJgb6+C1Js4hCE9Rrb/oFzjoHcZl8XyGuiNwlR0iMIWmJgZK+GXSJgVdL1WaZW3wU58yYNF6RiQC5z2BKH0EHOJQDqsEHa4mCsGMj2UTCy1GmF3hsq8NucIg62ozrtZ5ecgj8ioqcw8wcAgIiuB/CRVTY2eO/ocwYmrAcYJwj6xEBOCEz9UQ011xMEgnQOpGtgQ12DtjBYxS2YIhSGZptyUa50AV+IzMjc9lYVBLm8g3R7fYRKHsiLA2PFfNRYhmDbuQVhu1NO2ty8HS7B6LDBGgXBkBA47Nkj156GGlL3oE8YQAynJW4sKzbaV/YuQSFdgqmCIDZdzIQbVmGo++JcfwNd7kFOHGy7a8DIG2wXI2NEwZcB+B9E9Nf++8MBfJKIPgaAmfmLNlGwsQ/nXS5BHNexzi5BINcxNbegHQOrh6VACE//Q67BVMcgioxMWdZNVz03abuHcQtWERFZEZBpgphOywmCPjHQFXLoorUviTgIwkCGE8J6/TAZ70jFaSPyDnoY3aJgKGyQmxfdgiBHnxgYH17I2/996+Jk29I9yEV9pDBIxYOcp1Euv+Gq85C1J8jkwjSPoJ7eFARdYqC17CH9DBoQAnJ86h7knIOukMI2skvdHD9rUxsf+wN3uQRdlXkdR0NrnFzHWDEwtpx9YqF5H8+Lgz5hENY/1S1YhfSGt65VD9bhradg/0Rx2GTDifH97IuU+gTBqCaKfeoneQ1yXNY0p1shDBrzJgLgMFlsvZ0WuT99YYNsHkFf/kCyPW7omPw+9P2afT9138+TEhyAWC5RniAOcq4BxLgpv0CuOOny8vXIrXkTt8ByXb278XkxkIqAVd2C+PSfLB9EQk4IpONyYYWukMK2sWtOwWuZ+UVyBBH9UjruYqFPEOQERarEc4IhXXYq0WlGeuPIhwZyeQbpvBeSVVyCzpvwVLdgyvxja4jcmxXHtjYwpnv82LI0dqijs+zoGmSEgSg7J+PitntjcwNP9kMnf7hmciGDCe5AmD5FDAxV7lONqNhUWKxXCoRUHAwJg5xb0PVzGCJUI/ok6Aob9AmCLjHQ6tFwgijoCg/IaWE7Q+JgKOcg5xpsG7uUU/B4+YWIZnAhhQtK7in/MIIgPz3d5mq/aohLpjcauTVDlBUGYR/SMELqFhyGvktt7GU4RRD0Pvl3uAVT6F3/lPG5yp6ECJCCoM81GOqroICoEQtxcjR6x6/HpcIgTF9T/wTZLou7XIJUEEi6BEGPO5C7c04RA4e9FrLLZ67bIA66rm0pFpJV1Nvy1+/QbUVOTjVDlyBI3QEpBvryCKYkFvblEaShgyFx0BVSAGpxsO3CYEs0QbcoIKJXAvgRAJcQ0UnU5/UBgBvOQ9kAdIcOxjBGEAyJgZa9tsIvmyYtybh//eTQrvCZAUvdYQTJukIIg09ememr2rlTyFb06aPY1IPQZemnLsEYQZCKganNE62cX3RtlSYdGt/lTRAGfcR52ydtu9vhge8YKQgyIYMuQdB2DprbHCsGuoTAOq4H5mT9iUGTu7bD9LA3XW5ByCOQnRhRiEtkiIc9ySUYIwikGOgTBTzC5CaYTmcgl0cgK/xVxYEUBtsIoz5HLnY6RQEzvw7A64jodcz8yvNYpkH6XII4T+bc6RIEfWKgMW7F87G2JLtvIGk4IScMQtlT8dDY1siH63VV1qvSqORTu2NoJ9bZnDEXOgCaYsBNbAuCnEAY0xohh0H9pB8EgmkEkNKZ3XymOT4+v43ps6DVNrffJWiMmyoI+tyBZJnDiIEuIbDK6WKT9TUEQo84yIUKciEGQtnZIDsAACAASURBVC0OpEjIUdv9oWzCHcgIAikGwvztEELzRxhT4bqKvblcl0jIVfh9YYWhkEKuAyRl/YwJH/wGET09HcnM71tnQdZR+QKte0+m4u8XBH1ioEtD93XMAQAmWT4nDmQ4IRUGYVnT4RZsqsl/uidTXILJoqNrJw6TcLhK+CGXC9B46u8QBGOSD3Prt2llD8QzpVHpdz/1r51MRZ8LD/QJglXdgfTaP4wYOKyDYJKyWMpMS5yBEFLoEgYVp9d7P9n7EDfDBgA6BUEqBkKF3g4bjA09meRbUySQny4FQdewKzf3uga7JAy2xeMYIwp+UAwfBfBkuJckfdVGStRBPmTZdAnCqZmGDfoEwVQx0Or5Ky0Xc/vp3Z/IfeLAkExETNwANG9kY5ooStHQh5xnav25iiCQ00bnFmyaVsVNHeN6BEGXGOh6m2IcJ3IIglsQx1kAfji6BqlISPowmIrlrosrDnaFDep5m8vkBMFUMQBkfoL2LK0Kfop7UC9Tb9yKs7q1bqmBKBnXEAFtYQAxWyoSQsigq5jyJ5JJgzJs0CcIcmJAioDxgiCHEUO1QJDiIFfJj3UNuloobB0dl9nFyJgXIn2N/E5E1wF4wyobm6KQ18VUQZDr9Ch9R3k9Pb8zriKvL/Fw06ngnQSub+8uvyB3E+GYfNjYH04FwmbqziGXYF0OQW8YIZCNk/h513QAsuIkrfAb0xJBkBMDY5MNZaJhwy1IkgtzwsBWzfKm48YSQgfJ0/9gHkGXIOhyB4bEQGyB0BydHr0hMZB3DoZvPn3zWLHSKPAz4iAnDKTzJ8MF/UIgfZqvD1+s3H3YIBUEpRABDOunhXHuL9M0MUBsGgLCoP5uRAghFQerugZ94YRtI0j8bWAV1/l2AF8wZsYpP+HY+3payQe6XAI571hBYP2HmVFZjkpdKu+KnXXX9anYzWPBKLleB3NQ9F7ph/HgpMz1BV/bhfljEb9vSHCN/W1G1819yrCrAomVTsey9aPUyEJkSCvy3DTpGOQEgTHArKinkwGKmV/GT5OfML6Y+XmL9npy25NJjongOPQLpCznf4eJgoCtHNcUHOE6qbdRL9cnCIiaFb4ZnM7xE8fR9E+6rrCdsP3GdwqOAEdnIPwF0BgXy4M8DHdvYK4fTjjeD9z9oWJb35dgUXoRUPl/JSpY/6+iEkwWFVWN+5kFo4zzcvbDZOPH/WTtf268bO1gsyGLrmHuGL8L9NUXuc8YiOhZRPRJIrqZiH64Z76vIyImoicNrXPMWxL/I+r6xwD4EgB/NK7I48k6mCOW6zt4jXtOhyBI65IgBsIyjRM2Ueld2288pXjXoPI3kuAiGLB78mi4BvXTRd9tPdwQpr5KVNYjXdOAYTGXmz45ubEvV2BTSRJjCTVBWgkPVtBpfkE9jTtbOrg/1AgbGIBCjRrPDkTHAFVdzuAMjLXhLLtKXSpS6RKkYYOcIJgaLrA918tAAmJa4efGp9Pc9OaGpuTD5CgoEeFhRwiwoIZzYBhZx8ByO7nQVepp2eMv3KJRUXNSaSfhguAOWLiKPBc64MyWKj+OUCRTRKhAuAypg+DmbDsHOdegK5zQFUrYXreAYNdcdiIqALwJwDPhHtY/TEQ3MvNNyXxXAPg+AB8cs94xOQXyPQclgF9h5vePKvV5ps8lAJoXdSoIZKhAWnSpEGiGFzpuwmK0FATGJxZaYoAp5h9YcjeVVBjIMELILZAtESSr1KNjTtExYYPJgiBDZ35BI9vSDcd5e0IIzbBEe/paSVsf+O9RCAzlFVh281rr9YDfMQs0Qwb+L1M9HD1p9AuDrtyB7LyJIzNGEOTCBYcQA8BqgiB1BBrztTcx+bQIu9QQCcwNcZATBhwrvFochDIRapeBke/AKIQOokvAjAp1HkEF6RbUzkAQAzFk4Cv8cXkEFkYc7bTad/9TdA6COMiFFaQwcOvilYXBtrIBJ/fJAG5m5k8BABG9A8DzAaQvLPxxAK9HMz+wkzGi4FcBfJ4fvpmZ90cVd40M3ctyp3fqEnBjuHmzSgVBmsiTDrv15MVGIFz08YnelyEkFdXDtWvQJQyGblyHrfPGugSr3FR7pycF78wvGLuD2dyDZNxhDlafSyDEAOCdgVxTxbCeWB6L+EDmf/AgEMiSdwZKNIRBSDwMSSk2rD/JLwiPoL1CIXEJ0if8CYJgqhjo6uGwv9LPj3fT8oJAzpZ1yaZUNGn//CwEArvruIC/vsU8wSEIpx+j6Vr2IR9SaifA3a9K2CgIqmj9h1BBPcUt72188ZSf65eAGkLAwnAQAKJMcagtDkJ5gzhYtzDYRhj5euqQXAvgNvH9dgDXyxmI6IkArmPm/05EhxMFvufCnwDwEgC3wp3X1xHRWwD8K2ZejtmArwMHp01JQuzqm8BNa86XCUvH4S5BIN0BKQbGvoJUNpsxXvkT6hPbgGCJYZiia9AlDApy25VuAcjvOzVvPl2seikd9uG6c/n0jjlGGKA5f8staKyfx7c76yIXOgg0xjf/ZsVALlchOgNFvV9J2MAdJgt3mQphEJ2BEDoQyYXhmHTQCB30zTNGEPS4A618AWTmzUxPp40RBFPFQE4EjD1dCnF/kAsGcWC8Axmu5boQjIoJMwOUtnYIpEBgrmVd0HS1mykeTjKtDIIgKFE23IEKyygC6tj+UCJqBSNCBzZejm2B0CUOUtdAhcH4+k1wDRFJp/4GZh7dcSARGQD/AcCLp2y0zyn4dwCuAPBIZj7lN3IlgJ/0n++bsqHAlMo/pW8xeaGm80lFLt9H3iUIcmJACoG+d5BbcAwTuO25YSKKAqG+OKQwaguD8ATSethFcM1XzyvI0fdENdUlmCQo1mGHhOm9uQojXYKueRr5AkIQFLO2IJBiIBdGSL/Hjou8O0Cu8ucyIwwM125B1wUVHy87VDGQdQnSFgipIBhyB7rEwNj3HkhWFQRjxUBfSKIXobuCSHBajBrioERTGMhWRlEIoPmz5M68oOFkciFzM6kwCALpDlhYWKrlQR1C6FaNdWUtQwe1SIh9NbBzAhgVCEW74l+jMNgVVqj2jjFzX2LgHQCuE98f5scFrgDwBADv9Q+qDwFwIxE9j5ml2GjQJwr+IYDHsqgBmfkkEX03gE9gRVFwvsi+chTtt4yt68UizXH1yVwBIBAMU0MghCf92i1AvPUHYcCNMELtFhRruFbCKsbUkVMEwWgxkFocXZV5Lowwxi1IOYwgaFTsyTAlDkERWhQE0TAQQghiIO6vdxAsOQ0wA9gaUFkiNksMzkX6wDeUUwDUNUyfQABciCsIgpHhAubm9MY8yfjWtDDOr2NIEAy5A11ioE8ItIVw7h5CjWWtP48tnEBwXo67Tmfkq1+mhmPAfrp0CyiYWxktF5DJhVIMuBYGThBUWDbEQIml36ptOAS5Xgkdld+/ApWouNNjZkVZc67BVGEg9zEVBrkOjraNVPytiQ8DeAwRPRJODHwjgG+O22Q+AeCa8J2I3gvgFX2CAOgXBSwFgRhZEfW84BxtK06cP2unI8k5fs9tN7gEYwSBFAPBroMf39WsBkBD5boTmzICQV4gQAFCCY7CgNiFEeBvIuGmxewuyjQ3uI+h+rDPJRi7rskCYxVh0Ed6kMKJeFhBEAufCAPvBnBoPhjcgZkQBmEcEP+mLREougQ2OgSxq2OfU8DGgKJZwMItCJ+MSIjrDZW6qHFyLQ5yIYNMuOAwYiAVAkOtdw4jCIbEQJ8I6D5d/PXvZy3itigKBBLiIJjgqTBwotatLe3mmLzmW1r/IIP63uTmd3cil0/QFAQllVEMBCEwJAjcvouWBQ1B4FyCdImQ9Bx3J3ENYjhhpDAYcgmkMNhKOH+uH2qVzCURfS+Ad8NVB29m5o8T0WsAfISZb1xlvX2i4CYi+jZm/kU5koi+Fc4puCjJHfeQXCjDBmMFQWgDnL5QxMbLNa9eY2wwigET8wkYvnkKI3ZmFJRT4c1iE54o/CSZWxD3Na1UR9LnEgyFDQ7tECCp8MOhC8sPCYMxbkFfCKGPVDxkX5/cFAYcBEAqCIq6DwLucgvC8SgKV1ta4wRCEAcAUHq7AHChBMOIb0jMCYHcPmX+ZsMGGUEg3YFJYmCiEGj0IewZKwhygjbMVy/Xnscty61x6TpzSLfOHw1/CcvrWQhTLwzcfUVe043TuSEO4vo5ec9BjyCosETlp0pRwNyfTxDCA0SmJQjC91QcdLkGrXDCCsIg0JVfsI1sINEQzPwuAO9Kxr2qY95njFlnnyj4HgDvJKKXwHVrDABPAnAJgH88ZuVdSJezz0UI+dY5GjkELYegHSbosm66BEHaIUja/hcAZIcdXb2DUUzMCf8IBYpoixVswCAUMMnBIN+M0YURguUYjl24KXXlFeQuna66sesyGyMIpogBOWurspYCZ1VhkCybTTgc6xpIGkJAugTUFAChQyIywGxWi4GYXyBcgxQvBthaoKpq9wBwwsD6XAJj62FUdZkEMZlQ7nM4HuE4hvFJ2KAlCKQ70CEGxrgC7VYI7d9Azt/XygBYTRDUywwJi8T1Gzhd6nuZv6bjqUkomf32w8VdiwQG1XlD5EIIubxaIDyguIeUSgiCJS2dEKASJdwwwyUYMgtRIMSAZQuTiNPYA2G8XxUNgRDuxWmowKBw90QCTKz4m8IAQCuU0HkssZv5BYyNhA82Qt9bEu8AcD0RfRWAx/vR72Lm3xmz4jS82Vf5pxDVT/SHIfwQwfLPuQT1eCcI+tv+tjsDSdv/tvfFKfAoCHgWT/IiJO+EpwsvDAj+1mEBGBdGCE8Wcd9GuARTEwFzVuzY+bvom2UtwkAip4kCshVZHo0T07oKPcfQwZMOQE4QiOFGboHs2AioLX62vpK2QFmCqxIwBnRw0DxmAMgyUPlWB1Vy3qWJhf7D2WEhCDgvCKQ70CkGVhQC2ZyCZFwuqXCqIOhzBmrXrO0Y5HIKWqecEOhSlwaBQACqhiBwf0MOQh0mFPuQvD9ZJhmG5MISVXQIKiqxxMK7BEtUvKwfZ9j95eTARiFDQbJYv21ficNV4gaFSKys4lO9fGAbEgZIcgwAdLoFjTJ2hBG2lW0p+Zh3H7wHwHtWWXlf3tOY+aM6HbGeKdtJwwZdgkB2F5pr+xsSegBEq661TyjcRcROFpRUYYYiigOLArNwMbAXCOF7cApAwi2Y1uIgnbPr+7oFQe9k8cgR4tzZcIKo3IeSDzuTDoeaJwalmDoNlps1inzaly5BOhwEQTGrBUEaSgBaooDKss4niJRuHWG+NHQwRCNx0AuCMiMOgiAo8+7AkBjoFAIDIiCfaJhWDY6pgqDLHRgSA+l8ubLIlKqCXJl96RFCA+EUIhCMb34ckw58FQi4Q2T9M0GJOtkwvg1V3KPqe1MVhcCSFlEQWC6FKHBCwIUO6pYHzWNq/LYKwLWViI8rgHMTpDggMrXuFn/r9SErDIBmBb9KfsEuuAVb7xRsAql/pwqGVcnlEgBJ2ICbLxVJBYFs6hPa/cpmPjJ2197n+oJyQ3Mwz6I4sDwDo4D1F8+MDSp/AYS/5K3F4CDIujE85/a54lPDBkPL9tVHoy/bpPIe4xpkmxiKQrXCCKKwDbdgzI4M0HAJQsU/m4Hnc1eRz2ZRDHAQB6lLACD2SxBFAlzlbwxgDdj4chsX483SyA+wyV8GV2G4njeKA0Yc7nQHpogBIQTGioAu0jyCvnNxSBCsKgaCAEjFQSPE4FsJAe56tISYDGzZ9U9AcD8/MRoCwRKDDTnjR2i9kFQYhivfUdESpQsb4AAVhbcVLFHyAtYLAsulEwZCFLSPbeEFjAG4jPcn8llNRKZxTwmnZXANUmHgKveqIQwA+Lsp0JVf0MUuiAAJI2SdXPxsXBSMqfybZtnqMNxFGMhtNxc2cPe9piCQnYGMTeTpcgoAYEZHAAAFSlQ0i+IgNEdMd4QAzGB8J0dNtyDsx5SmiY38OeqelnsC6/ouWel0r/1HACNcg9QREMs2poOS8ci7BWEagigZUeYgBFxB3fdZqPyLpiAIeQXhhUiNbcuwga3HVZXLIShLl1tQlvU8oqLvPLmB6Ao03ICyHh4UBDkxsIIQaCcYtn+DnFAA+s2d1N2aIgj6xEBOCMjKPxUUkkK8Br0AYnPi0OWx5eAW+O34GyMTxdYHuevLHXp5b6qwpCWWdOCcAuyj5AVKXqDiRRQFzNIp6Mh3Ip/6TE4MhGdyKQ7CuILmo4RBLDdZgJGt+KeGEepjsd1CYWecAiJ6PTP/0NC4sRzGLRgrHmymngXaLoFs9yubHaadgSyxgCXbiNsxbDZ259ZvRayugCGDipcoMIelChZzxLwEtu4iY4s9IJ705M28ihHdgtoVYBQr9NhHmeHzLQgMcdvWGCMOEmEQp1s/g0g8rNcpvrOr+OJW43zhKZ0A+VIimWoQEwylsvIOwcy93ZBnMxEyIB9GSC4vm9SY1rqEwlDxl5WbZ3kACsNVCRws3bQgEqrSfZefqvIVvl9P6QVECBtYBkpbi4Cqdg64zIcKcmJgihBIRUCXAOhrqtUVNjisIBgrBigZhvieQ4qDIAxmxCi5fmkSrDusFflkYmpn1QctV9k6wbCE9e7AEiWWLUFQ2gWsFwXWll4UdOQ6effS7bcTBoZmLXFgMAcoNJv0SYg9wiAcv2YnSNJNmB5G2HYxsG2McQqeCSAVAM/OjOtkilsQY3HUf7OYgkxalC4BUIuHtA9xKQhCZm8ZRAEvo1WXi9sFZR4tOSpgaAamCsSFe/2olx517tERlGwQmi6yz3EIXSIXqDs8GZNw6G58+fE5VhEEh7pM+xIFPa2mi0EY+EI1XYNaGDASwZDbiSS80MwloOZ8XSIhDItQAQDnIFgLKkufQ2BBS+EGWF/jWq5dAf89ioToGAgxECr/g6WfXgEHJbAsXYV/EJaz7ntlayEQ/lZBIHS7A2kYIRUCq4qAzus50xJhDGlSIbCaIBgjBnLLQ4xv7A4TCpEDZH34wISNAGBLqML2G8sCdQso/8jhey8Mr0EOwsBy2RAElV3UggCV/2sbDylhODoEZEDsBAKTdcLAOwegGcDLKAzcfdm2HINCOgT+HpiGEcK0tDXCVLa18yJgB5wC33PhywA8ioj+VEy6AsDgWxJbSYPi+xS3IE1mqcs3TjTIdYfh2KRQuATNPsRtK7N3iX13EWK/M24Xht0+ShXuRIGl0okDVGAchaUqHhDDBoYIhg1KUPznyke+jBQvTkNNQdD3xJ8KhPRp63wIguzTVXqCAP2uQZg9cQ1azRE7hQHaboH1NWFRNEMIbP1dTb6boLVT+Z1lC1QWqPy2YoxffNg6N0AIAtf0kKMT4ARCVQuAsqodhdICy6UXABV4GUSCdwyWlav4S1uHDqo6dNByB7rEQCIEukTAoADoqfg5mdaVS5BztwKyepGVdq5Cl3kDRIzaYeCsGGgKiXp+SkIRYo9EJIdQMmEGwqIytUMgkmbYf0rrcwkYKK1zCaVLUKJ2CcqYXBjyCPw9yS6iGLDxRw45Cu4J3N03DIilQ+DEAUzIg/KXTiIMwt5LMRDaYEmHoH1EXMdGKV25BbvmFoTfeBvocwreDuA3ALwOwA+L8aeY+Z4xKz9fyYRjkKEDADGXIAzLT1DiSzpo2XSWfVKPj9u5vzZ+gPoCkPacoRnYWBRUuT4NDDDjo1jSfpyH2PVpGDo5mrG7KKx4OdImGSMIphShy2Zli3b8vvXkHlYSlulwDWQeQZiYCgO5jUI6DGKbQWGFLoaHkhBDawSKBayf+uWOhqf/EAqQAiHa/rYWADGMwG0REHMOrK/YKyc+ygF3QIQL3Hf3NycG+oRAlwgYbnrYIwhWvD/0uQRheKwgSEVAnxggkg4Et3IUJPEhyBpUTCiIUHEQAiRyPymGPC3gxYC7Z0W3IDRB9PcmZtsQA8EhsLb096TaJZCPVcETcZW3iZU8sanf0WVmsChh4ESAJYDgcgQsrD8uxq2b+sMIoWOj5iuYc50UNUMIOwdfPHXhEH39FJwAcALANxHR0wA8hpnfQkTXENEjmfmWqRsbcgvCuJyYWKfAaHZ8JLswtj63t0IpQgbSpqt42bDpbHALhEsQkBZd6NyIjYUJQUUvDCpaosLMxfDIwMbmiqFVBJwwAPkx3RdNX10mHYOcSzC0nrGXal/MNSArlYZA6BEHLdcg5xjkQgnhzAqVPyWCILgFoX/ZEDII+Q/WOQmNEzAk/3kxQEEMyP4GZEuAUPnHXIGqFgaW6+9BDMRx4cneD7OYHsSBCz7XzoBIJpwqBqQQCCJgfJPD9hnSV+n3iYVAn0uQ661QVvxyHX2CoM8dSMVAHJcIg1gWce5bJlTWhf+CGPDmTBQBzLUIaH4YJYem0nUbJxdEWAqXoIS1y3gvagqCsiUK6iMQmh8694Jg/CXg7k1BGLi55y43geBzFEx0BwrknYEcsiUCgNEdGsXjueWCYVv6WBiTaPhquJ4MPx/AWwDsAfhlAF8xZgNjwwj5bedvKu7FQCMqnmTtMh6Ve/2oBft4f33hlbzwIYNaEFT2ILkIvSBo9bxiYDBzsbNEQlsYVOxDC5ihQglDBQqeo0SJAkXDvZBV8thTqyujuWve3DAwTgyMEQKR8EjhCYdtijhoCQOgHTLICYO4DmTdAuc6BLfA/7XkCynsT1l5A5B5AiTDAHE+W4cBchV/WdUtBYQYkB+u/EEora/M5XQ4QcBhvBACIUxQTRcC+cTCRAxkfvrDugO51xv3Tcuds+nTvls2Lwhy88+Is2JACgET5gEjzf2tmMAibu5EADlnAEDJhNAQJLwmubKM0od0Kp9XFJOefcunkORsfaKzcwpEKDMVBFz7ou46sN4hMIhv36QZLJcwcLlPwTFghI7aLAoUvpVV2y3oexNLX0uEMWy7GAC8C7QdmmBUouE/BvClAP4IAJj5TiK6YspGxjzl97kFXXkF6yK4BL6vQpRUIvRJUGHpkniEIAhxu7ZNB8gaL1XhckcqY3zSoQtBVLREgZlX4vNarrA7KOztxL4wgrwpyVncDa/+3vf0NVUQTBIDkkQYAB3uQU4cpK5BKGgul6BHGLQTTpxbwIDrNTC4BWG6eJIny4AR4YBY4YvhPsvf2rqFQGnrp/1QoYeySQEQyuEHuazH9SYNoh6WQkCGBXJ5BO43oXp8wlRnwGaaJI5ZZ2BMLkFfgu1YQZBzB2aGs2KgIK6Fgf8bKn6uQsydULELIZTRCSBf8VPLJWA4QeCmu3wCJtdRmkUVOyeysLC2dipDDkEdygx9FGTCB74yZw7v1nDCIN7LCGB2DiezS3lmVM71FG5BEAOxjwK0Qwi5PIMxIYSuXg63lW0p+RhRcMDMHN6MSESXjVlx6gKkD2WruAVhuakH1zaG66Vl6MBNs42+w0MyoU0dAiEILJdurS2bLihxN2x9QcgUQs27poyumWLda6JrqsgrXwB9yYHrEgQriwFJztX0tARCQ1XWPnDONeA4lwgbZEIJjQ6N4snJ3uOVbkFTELTCAqEVwJh4v+WszS+f8FuVvChfq8lgMtzVUmCMC5AKgDGOQF9FPyY80LXeIbpyCepxspJfXRAUZBvTClM7A2G4MH4eqn8jW7mXnlVsUFlCaV3CYRU/wDIRA0uRXFgyo2T5noMq3ptCxS37IajzmcJ9SMSH/JQaX+3Gp3zromrCmyQy4kEH8aGJfEVt2aKgAhbVpBCC29rhWyFsI7vkFPwaEf0cgKuI6DsBvATAz49Z+VRhkLoFkpxbEF4YZP1Fn75drAuZZNgYR7Ez40bczooLT8btwl95V442HUFcqO4SYDKwvIThmRMEPlQRchFc/+G2ERoJfSl01dCUPBnJ4TrZaviYjBUE6xAD2URDoK2pxPxA4h5EN0Ac86QVQp2AmBEGluswQlgGQOi3gC3XbkHpu5ur6sRAHHiXYFm6poC+WaBL7rPNGL//y1UQBIixfXn65Ox8IFTm8uk9c0xbJ3TmKT7z1C8rbjm+q7JfR9JgXy+GQDs8QB3ThnIJxpITBMEBCNMK40UBWddniLENkVAYN76y5D8GZWWwtAZLNlEQLC1h6f/WYsA3VmHf6sA2QweNbtVRQU4BgNg/SnKHrO9yuR+mflYPzRSDoKibMRZReIR3uCDOn37fbMW+EyGEXREFzPyTRPRMACfh8gpexcy/NXYDY4VBjr7pubyCVU6ZcOGE0IGlOBQvPsuhic9SDDcFQegXMa6XXeXjLqgwLthytvFxCTztO/0UpyC9JPsq+dQlGCMI1uIMiHXnKrZmTkFagMQ9gDyJ/DqlOJB5BulZmMSm2PpwAeAq9hl8MqJ3C1ABBxD9BFTgxdIJg4Oqbv53ULnKfmmblX8F2AMfAirJPUVWBFj3l31F0mfV99HVjxUZXuvT+lBl3pp/hf4HpBhZpZJvP/kPuwR9giCIgFQQuE8QBHXYgNkJgoOqcILAOgFQRiFQuwRumhcDXAuDitsdFtX3JNfhWei6uKu3wnXgxEazimCu6j4PUEV7X4YShtY5pWnirtCsHS5uRnVz7EXAaCGwCn1uwZQQghQLoTIw6H/tfFr5yhwB1/9A1azEE9/WdzXSufY6/ta0/VYhl32dm9a1bC5sINmkIBiiVygkLkJ0Dxq/na9U0ey7oBYGfqq36Wkm1lda0MzEZdwb4dywW1fpnvqXJfjsElhUTgQcWPCSwQcuFGCX7unfLn3lvzRRBFSVgbXuL4fMdOv6mI9x6I6KV76EJ2bKyyx4MS7M09tV8Hn6TfuYIjK6zvupwiEXNkhDBl2CQLoChfFhA+8ghJYGB2WBRTnDQSWFQS0OgksQBMHSBoOJoxhYhmHU3a2HfIIpIoDi1ZH3XtNeFCXMFobmbnhN1dmYin9Kt8fbxs6ED4joFNpn1AkAHwHwcmb+VGsZtMMDECsZG0ZozYv1qK3wsiG3zfrCSN8kZmVMLYmvpZkKlfdFoAAAIABJREFUbcYp5zFlDZC/GzbN5GT+JJwwRijE9bemTTuLR9+fh+whQaZBR+Nwc2N8/NZyDeop5O7ChhAbUQO1MJD2iQhDOHegBJ8tYc9V4AOGXTD4ALAVYA8IVWlglwZl6YRAWRYoKwNrTbSUK1vHma23lC0T5Dstug5J2i6+LwteJr8BUiyIYyl+3yGRcL6E4ZhkxJSu0EHOJainCTcBtSCQOQRTBMGyLLBYzrBfzrBfFiitwcIaHFjjhYDBgSUsLGERxIB3CJY+hBBcA9eLoWyG6HKcsvseeh/0bzkEQt8Dxt9Qwz53xOYax7EeL8MBu1IpX1B4h8IHAN4A4Ha4zowIwDcCeDRca4Q3A3hG14Kp/S/16pgwQkMkoH1QDbnUmFSyGMrnFxivnCt/CyYiF26G68PLpBdFZh3dcbu05P6JtTFWdC0qhuM0hFcsUyxv2M+upz5D5JOcukrRzivIhQ1WFQSrhGx6GRAMLZHg/3JIe4Z3D6yfP4gDZxc0wgnsxUHDMbAABdEQBMWiBJ92YqA6Y2H3gWrRFAFVaaIIKCuDZeUqhmVlfCzZeOvYoPQ2MgOxeVog9/ScVmpF8qRbkOtfvvAZ8l2Z8rLZXBgHNH/rpiMhfpZMmS420tBB1/RwPdTHqBluyOUQBIEVEgpTQXDuYI5FWWC/mnkXwAsCa7ConCBYMjlXwLdCCEJg2XAJLJY29GBYCwL5NtbWfol7Suh7ADCxS47QnNbdj4LCrJOgyXdt7I5RfW/KHmORSyDDAGOEw2HDA9ucV7Br4YPnMfMXi+83ENH/ZOYfIqIfGVp4SBgAIm9MhA26kg6NX4kMIcies8bgXp5CqDhcQuLD+QtCXjRNw1padMkytVnfFAThBSSi6aJJXIVQHiISIsGtM1bqre358ZR3CLoup6mC4LCX5cox84xgkLIrdaRScSBdA5lnwKW/RxrvDDC5aJBl8H4Fe6pEdcqiPEMo9wuUB04ILJczlJXBgRcDTbvYfUpO48nBHXBFq4QIkLtX/8a+YkddkRXxCTaIAnZt6uGHDbeEQj1/cA4SYZAIBjdP83g3zwvKznO+mFK9SEFFYjiEDdJmh31JhcY7BQCiIDi92MO55Qz7/vcPv/HSGiwsCYfAfypg4XukPqjY9VgtQwioQwcV1SJACgKiwnVTLO8rXAsCp3TrxEG370I5I9zT5EPKrPmgIu9X4qEpvT9OSTLM5RPcX9glp+AsEb0QwP/jv389gH0/PGo3ZeUPdIcTuoRBnAf9B7bLIZCQEA+FMwl9dM2g4BmMr6wLzN3rQmkOogO/bH3xSYuOWDoG7sIjUKhp3EUTLjzf/TFR4T4oYFCAYDDDHAXm9cUOKQjCG9VqdyDut9y//t1vuQRjBcGF1Od9vzmJmjQKBN+6IbgHoZ959i0OiNsJiPG7ZYS8A96vUJ2oUJ4EFqdmWOzPsFwWOCgLHJQzlD6hzD0Jur91zNh4MeCeDJdJe3TL9bNsaOQAtB2dUIkVXhgUXgQU5DrXaXw3ruIvLGNGJg5LNyGXWd8nFOJxpjprJj1HLkbXAKhDB/G7dESClBeJhnUHRW1BQEk4hpmwWBY4vTiC0wdznKsKlKJjototcEJg3xL2K8KBRfwsLEen4MC6XIKltY3QAQDX+U9C6joamsf4qmvlVIKiIMgsLx5y4r0pvAeB3PpqsVCg6SS4N7+6Y3z/reSnsktOwbcA+CkAPwN37/wAgG8loksAfG/XQrkH9zHhhC5hEJ/+CPUbuthVkNUICUYiW9GAYi1XwMAy+26D3AlfYA7CAgXmWAIwNIMh3x84zVzb2pBA6MtC0df2F0kUBDN/0fqLzczi+gzNUPiLLwgD1wfirHYKABSJCAjHQTZHzLUgmNIk0a3jPAmCNV4djSbOVf20y94hiO6pCS87ohjWYcs+udDf6EUHQbywKE9U2D9ucO7UHs7t7+GgLLDvk8iW1mC/KnDgY8fSIl5YZxOHDHMpBkpbd1ATNidP3/ppHf63d+d44QWhEwGEuXGvzy78uLl3CwqCn8beQQiiwUS3IIoCBFu8GUt3228KhXABEtVd9taigVrln8qmcxbq66SZXChFsmxiGPa7EV6IggBYLGc4uX8E9x3s4Uw5Q+hHKrzToPLnQRAFUgzETwUcWMZBFcSAbGzo3QjR6gBwlbDrCt3Z8eyTAYMgIFPA8tI5muSTmkkkR0sxEI5NEs4MgqB+Y2L9tlf5Svj40jfI+1d9HzNiHkkujNAXWtiFZMPYEd0W0CsKyAWQXsbMX9Mxyx/0Lu//Nuz/jGswJAzCfJ25B2LGvnuSIQDs+iI3XNeo1guDAgVmKFCxgfGxM0NzGF7GCt1WS3+hhENXIrx1rFkmJwrchRWEwTy6BAXN44VVYI4Cs5hP4Nbuh30+AYXcAcgbXOIYJC5AozzpcWiNu/AOwUqtq2zz0DNQ5xaEToBM7QlE18CHE2KrA+8iwAJ2UaG812L/+AwnThzFqf0jOLecOVfAx4qDENhPbvyLqhkv9t0U+Jixa3bmBAFnz+XgBBGAwnh3wJd/RsDMwLsC5Ct8YG7cpyDCnBiFdaKhFgSpQJDhBCcIKhRJbJ1jeXKvCu50DhoCp/8mKJ2IKpNLcRia10XibHS4BCF3IB4fY1uCwDJhsZzhxP4R3L1/FCeWBZZMDYFhvQBMRcF+hfpvFZyBurXBkp1LUIkUw9AHQahwXWc/BULLgMZ+Ge8QsPEtnESrKbJxPXF+ESZw04p4nyMYGDN39yeaIbzpNbgEUQCMCB2Yns6J0o6LcuJg2wVBYCdaHzBz5V+GdCi6xEEunJATBq1hNN0CwN08+5odSpUWnIKwXcvkW9xSDCGEp/sCc1TkLkL3vnHfTCd603XsDnILIk5naOYcAuESuIvNhSgKzGG8Q1HwLHoEIZ8gRApDPkHIqo7Ht8cxkKzSfGsTTKr8R8wrkwzDMjFP1CCkdNcHzrsGPIMTBqHZoQV4aVGdsjh3bIZ77r0U9527BKeWc+xXTUdgPxECC+vixKW3hUvb7KEudEhj/fdcHxQxROR/54IIha/sa4fAiYS5EAhOFLhpS3LiYcmEGTHmwlmoYtiBUFD4zihRCJFQJ3NJkQC4yrViL0Tjtetansd9SPIOcs5BmKdKzrBY8SLN3GmT/uRjaIhgtF0C45MxpSAIzkFgWRa499xR3HnuKO5ezLBvKTo1oftxhgsZOUfA5RAEdyAIgkXley20dYJhEAShV4K0Ig93gsK/xrg+bu5BhtkKQZD0hZI7HtQUCE3HoGgIAhk2iCFPKQ4SlyDFILSSCN/77y656duaZLhtjAkf/DER3Qjg/wZwJoxk5ndO3VgqDrpcgz5hkCOEEKRj4Lbjeo2LvQqkcVvvFjAZVGDM2GDpL7oZ5ijDSU4z98pjY2G49HE7m4ndhf0IClwIApp7QeCEgKF5vMBjPkMMH4RLqM4jkPkEbt3+uGSOb9f3xr43xrUP7Hm9/MZW/CPWId9kDAA+ZOpOC38y0Cy838C3ECE/3TKqkxX27y5wz72X4u4zl+G+gzlOl4UXBeHJD834cOWEQNMOlk9/solZ/QIuiZeBUQQWZLwYcJ8ZEWaGYgU/N4SZFwN1f/rw8wEzdvOU3j2ouC0OjBcHM2IQEyqfrBgS7sDUEgmAdJq8Moeo6INoiD9c22mQrkCjz4G+n5eni9oc6TqkSxCaHqaCIOxbWTlBcMe5S/DXZ2c4sXQOztHCfaIoYOcOHUTRKEMGtSCIbgG7fgqjGPAuQaOcMGD4LtLJomAnDAwZVI1wwQxVfB9L3a9Brq+B+j4V/hZxfEiEbjsEPryaCILWcQ73zh4nYEz3xmHduyAItsQoGCUKjgI4DuCrxDgG0CsKGs2ZkqPRJw7GCIPULagYLUEgYf+EljZpiesmwHByU+ZZfJK38C4BLAzNAINozbn9aDoF8USOMbnCOwVzFCKXoPDCICQYFlygQFG7AyRaIAg3YEynRfIpKHc59V1iG7/8Bir4PgEwFJZjYRcRoflIacJwqGEYNPPugc8jWJ4k3HfvJbj7zGX4m/0jOLEscLYy3vrtvskv/A3+wFos2WLBJSpYLP377SwsKqrizZ5lJjkKLwcpisOCC8zYYI4CBRnMyWBunVAoDWHpQwZVgdiaoWI/jgHrW1wUBDARKu8oWAvMCai8ILB+OvmQWkHsu36mhjMgRULF4ZBSFApSDKQ9jcpzseK6vY4hrpvNZegSAn3LDC0btluHDmTuAGJCoeyLAACsJZw5mOMz5y7BLWfmuOMssKgYRwrCA/b8r0i16Cn9+bGMDoFzjxaVSyosrRAEXjTKt7U2zg22YCrg3lTonEpLztuseAmi8GI1C6YKhudRFIQu2uOxiy0R2mGEunWByBcIQsDfq3IOgVu2O5dgyCUwMMlfapQxbaK9jbiQ4YUuxTjGdHP87YfdSOoIBNJ6XAoAuVxYNicMwN2VWGj2JS1bhhs367irEFzrAkMGBWaY4QgqLGHIooCFNbVTYLGEway+lP3FJ204Q/MYo4uZvI1cgrm4mEx8YizICDu5Dh0EdyDtn0Aeq227dLpEQKcAyPbrj7rFAYQ7gDp0REIguOaK7mQK740pTzBOHT+KY6cvw937R3BsMcPJknCmJOxXdZ7AgW3e4A8qi4WtsM8llqiwwAGW5N+wSfUrb614z4V7q1z9ZOZCSC6kNGMXtprzHEsUmPMMFRdYenFQscGeMNjd7rm37lmGy3W1bpwlNGJtlghM7qnWvRWawIZB7MIOTmy7yp+ECEhFQoWmUJC/V9rjYH3dBzHgZnDXcS0Q3LJDYYPh0MJUZD8EoXOiWeG6MiYvCg6Wezh27hLccnaOT51i3HWuBAA8YK/AjFx1NTfuOIVui5cZF2npnaQuF0kmGAZcD3/u4cH6QGfosyC8s4D9i9UY1rmf8CKh9fCS2f+MQAiVeHAHpgiCWG5uhhJyLoEUBLLS7xIEWysMeIdEAREdBfBSAI+Hcw0AAMz8kqkby7kHY10DOU4Kg5D9zyAwM5jqd5Mzu/eTh45BgihouJteMMQygjDDDBXmKLyhN6MjCO9CqJ0C65LSQk9j3I7R1YmFJroEMpcgtjbgmd9u7RIQEOPLXccwbmtgev/45pl6Pi65yU5A+ra+ZPn0BULteSg0BgEzi1uTO4moZFTnGGfunuPYyctwbP8I7jkocLIk3HdAOLVEdAPiW+wsY2EtDqxzBRYoscACB7SPBZ3DEov6TZtYNm7SdamalmzIYSnIha8q7GGOPZRcocQce1wgXrIV3A7FpDm4ffGVEXzSJIzXBH6LiFeA+GtdyKHk0LVsbbBUQSCI4SoK8aZQCBVaNGTg3Tmq3YG6JPXTuSs/Nyp7Wfmn16wktECyvNoLkaJrgbqVQXi3gSksTMGoSoPTiz3ceuYI/vIUcMvpczhOJ3CEjwAHV+BI4UI7AYb7DUL+wIEXkOGciTkEqAVBJUIHrjwmiiYLYMZOKDhbvxaWhX/NehAEUnjG79R2p/qPSS1WXVlqMRC/CwGQ5hGkYYPghLllqSEIxroD9fQtFQUA8h3dXXyMCR/8EoBPAPhqAK+Ba6L450MLpZV9Si6fICDDB33CIIQNwttuU9wDYK3IQ/ig8E9VAFCyu5VVHC7GED4oMMcRMFlUmMOidBYdlb5f8JkPKcxrYSD3X3ZS5MUA+YTF4BqE5EJC3RFJGjoYm08gj+m2MVUINIZFfLpPbBADqABTOAudLMPsASgBWzHO/c0Mx+69HMfOXYL7ljMfMqB4Qz9TWuyX8umOs2LgAOdwwGdd4MAu0HjLZnKWBjepoFoQGMwxoyPunPOW8JyO1Il9XN8kl9b1E++azbqKrSKCYeeKkBcExlv2FeCTV10jL0IQAYzSC4PQza4BoUKtLYC2SABkhe2GojPgExdTZOsG2S9CES385jIyDCCH2Rs96TXgukl2YRMLb5r4sEgXsiwmdF9cWMxmThTsn5vjjjOX4ubTBW49vcBt5g6c5uM4aq7EvJrh6MFl2CuK2Gy04rpjIhc6sM38AfGyIxkyaOeZGK9bCdZXwVJYWlj/ptVaJATPAUDtHPhp8vzre4dCq3MiIQbC95wgSPMIQtggFQQ5d2CsGNhWp2AnwgdENGP3GsDPY+YXENHzmfkXiOjtAH5/7AbSnzA9Ll3uQSoEcvNG1wDeYhfxiNAuVL5xzF2C4Y3gLj2Q2SX4xPL457Y9X1hG5S4usrBcwdASREuE5jvM1inrZEej2pa9g4mLR15AaeggtDrINUXsyic435dKX+LnWIZe9ztFCDTWJV8HbMm9LdA/JFkvDIyPPZFlHJw0uOvY5fj0mctwbDHH6dLE+PwlBWDnToJV1gmDfevEwBIlFrTAPp3BAmex4NNY8llUdoGSD2BteM22fN99Fc+d8KliAuoMhTnin/DK+kf3Na9hgyUIhglLf4OtmF3P99YlElbs9q0WBEEgNPMBgqi0qK+j0oZQgOhYKYYI0BAJLoTluvmVfwMxjYOafSCECrgwFqEXxfBkDiD2Fpgi3YIxIQTfE4U7V8g9o4UbswvPJRUw1UmFhRcEsz0LtoTjpy/FX5w+gtvOVLiDj+Mevg2L6iTK2T7upctw6XIPe4XLSDpSuG0sGVEQ7Jd1rklODITjzI37UF1xWrY+ImRRoAD7hMDQxbvMU5EdHsluket5asFQH6vhTN9mjkC/IIi5CSJXBkAUBKkYGCMEtlUMSLakm4Jep+BDAJ4IxMfg+4joCQA+A+CzV91gn0hI3YAwPfekEKhEGMGEhCmvDkIugYzZAe5GGToJCdoaQKyUZ+JEDa8qraj0J7470d3N1DSEQWrPyR7B4sUjOg+RCjpcKPICSJsiunFAV/8Eh2Xsarr6QxgrEg4rBlpCILxyOHn1cHx1b1Wvn4x7pbGdWRQW4H3C8bsux52nL8ff7O/hdOmaHBYEXFYwLp+5c+xcRThxUOCehcHx/QL3lIwFDrCgc9jHaezzCRxUp3FQnUFZ7aOyC9iYBV76cjXfO0+yEytzBIXZQ8ElrClR0BG3DNkoDIx8V4fvSrdk1y9B4SujyjKKgmIFaF2dHr8buDwC6RaAG703uEOWhAikSHBNeoNYaIcFZuLpf0zXweFFQ2F8SCQMlX+XW+DKUx+bNITQSEpGkyAWJNGVM4xixij2LM7ct4e/OHkFbjlN+Mz+Pk6Yu7EoTzrhZxdYFOdw2i6wd2BQcYE930KE4QTB2dJiv6pwwFVsbhiOYyxLUinLCpNhY4ggdozGaKwjCoFQ8ZN1/WD0iAU3fzuckLZ6GJOHkAqCLncgJwaGHIGQaC3HbSu5ZsgXI2PCBzcQ0QMB/CiAGwFcDuBf9y0QnjwCfZVFTiR0LSufTuU8IYxQoNlXgXvbWK3EU7p+pAIGVxV7LvRgL3UJZHy1rwQWWM4WMXnMvaykeXGFHrhC/wMEgzmOxASy++hvGrFD91dcBGg7Auk+o2OeLtbRpGto+a6E0k4O6wwIMSCFQBi2TC2hQOSEQVERuGScOb2HW09ciTvPHcGJpcGSXRLeUcO4fGZxaWExNxaWCfvW4N6DAnctZrj9zGW4d3EUp8orcJqvwTns4+zsNA5m57DEPkpewGIJKxyCVBQAwIyOgmCwR5e65EIcAcHgDO4FAFRY4hyWqOhShO5sRA3tb6xch5QG3AKAfV1YWxDhGdWAYjfhstlh6KUvdLcsCWZGeN9CQYy5sdEhKML45C2D8QVDxj2ZEzFMIbsRbp/fLbeAOXsNdIUQQlndvrn94uQORN4pMHMLMwM+c++V+PjJGe44s8R9OI0lnwORway4BHvmchSYw4JxripxYN3vU4AwN87FObAVFih9mql8j0H7NcJpop1zM0NFWtSCDPkKMj74cMgnEF0lw2bFgiwPgNilchqSkOPq8oq+CRJBkBMDMkRQ5051uASJEAh7a6bc9C4ydsEp+Gwi+gE//O3+75v838umbKSrMsn2TiiGU5eA4G7Y8aknvWmw7/3N1jeWWAZ5wRFhTgaX0Mx3KOOdAm/bF0T44ge1ewxbF79116W4x9yNK+xVOII9zOCans3IYG5chnnhO6MJ+ykvBrnb6aFNBdm6mLLOVLylwm504mBfmMA2K/wgBoIQiCLBf7dMjfWFRLLPnLgCnz63h2MHBmdLN/3yGeOIYVw2q3DFrMSRwoLAOFfNMCfGFTODay8JVczcfy4HcM34g9TD0hL+8O5H4p5FibvsKZw092HGM+zxUexhjiOY4yjNsWdcE8UD66r0xk3H14iGUCcaWsQfhAlg8r17EjUEtQHX+TqoK1hDIRwQulTm/9Xe18Xaklxnfat7n3PPvfPjGdtxiD0msRLLSgQChBUrEsISScAgFCtSpPwoUhQFCUGcPER5CCAg8gsCHngKCAcMCAJBBEUaoSAHGR4IP4mdIJLYjtHEIp5xbKOZsWdyZ+bee/buxUNVdVdX139X9+4+p77Rmbt3d9Wq2nt3V339rVWrZErlrv+3Jcbl4YRGqgOH9iTqaVsOUyPIAEn1oGm5J2sw3Ae5akGngh9l8GRHIsC0V1CkUNDJa0Zt2az6016IfvzWV57E51494aXjG3i9uQ9Cg3vtW3BJ93CFx3GvexwNSKw64WHy705hSX6yVfvonT8o8AIXOKCRUzDJ+iIHhnjdTB56OuYRWdCVBVVfJ7F6YKMgB8MDj04IDnwYkYEh58pUFTCJQAoJ2LNSwLDHvW0RPlLQQox0tl+iCOcJkQX9tKkeKHLQT4JSI+w6kR6WTjTKHHfZpy0Wk/4zj13ga67Oc5F959ueAvBUsNyJgc/f7/r89i0J0tMQ+kFaoTHel/xkc0hGSDWY4yrQyYBoayAE3anpicCpG/+r+8F/77V7+PLDFm/IoEKVOvjEwMuPDnj5UYyYVhYXDeNPfy0gbkH3tcIMvHJs8N+/LCaQ645xaOReCzJLY3dSSY2AU6NyGai8BWKIF0/SihiLTIME4ABG04hjh4ZxIVWAAzHutKdeFbiQE/5le9KW9J0GN4GM4u8D+loGHeSWxI14Opd7ho1IgelGAOLVAkCRBxE71MiNihSVO7Gc7NR10QwEgQhoLhhvvHyB//FigxcevYpX6Q/A6HAXT+IKj+Oiu+if9B/iER7m/tiZuMa1Jbx5igNaXOESfQyVFsugxkbmMVEQJKGVSqsIlAUJEqPHRfU5NWSOlYEqtBMSEKsEAMPDmY5+6fWeicFOpALfiPdFZv5wllUanhBtE0poogiRBUUIZFNioJBSKWOIkD5yJ1YaEOGPvfkKd3a2oVdLwLuecGf9enAax1+YsMUdlMoMF4ItEFFvN1cdEMfJqQ4oZeDUNXJJaoNTRzieWpw6wnXX4tiJ5V6PTi2++OCA146Et9/tvBHqWwQR8NRFh7/wjKmvic/x1esGX3id8PpRbJ50pxXkgKGIj8yOSGpVguDWB6kEXDaMq7bDnUZM/pdNh6v2JF4fTpIMdLg4nIZkP5IAtI1UAOTT/4QAHLTliHINo/rXFgMADNeurhQqYqC2TjfVAhVyCJL3ibq+pDuFWAZudi3aE6PrTuhOBDoAv//ik/jt+6/gK81LuNc9LpYg7gxHnHAfb1jPHWTu1kYSgD7jpkYSGqI++dZQ7wIXfNnn0jj0SxSnREDFBIxdIwMagxwAYwJgJpzbrfeAb8DqAxR42ExdMx9jz5kdkUYPGXjQEE5gvO+td1eZBM+BqwiS0yspFoy3krWdz+rWpL75m2WtKohwF+iEQKkCx1ODUyd2NXx0bPHgJP5eOx5w/9jgiUOHJ9YXA2YhnBxW4M0XHd78punxayZ89VokZQLE6gxBDIA7DeOJwwn32g6PHY64dzji6nDCZXvCoT3h0Hbi73BC0zIO/RM/g1pFBNCnm6aW+9eq4z0JGDTiSRlFDGKDDtUSRTsxAHqNQQZICgOGT59atNcHXDw64er6Gr/x0lM44at4vHsy8hvfF44yKsrEsFhaJM0iqUmc6BotLnCX7+EO34HYQK6ZEABhI94NYI2f0pSFcSrsfQ7mwn2wD1bgGw6/fbVeIJ6BmIFO+sTVSplUZRb7tddfAvBMqS4uhicvGG86KL8eBZ/mbYyTjXMdNFkdKhMf9d+fjxCUJlEuez53gTgmXyQSAvX+JN8rQvCoE4TglesDvvTgAs+/TnjPE6fNP30cCLjbnvD05RFP33mIp+69gbtX1yJgUj6RA0Bz0Q2TscoQaDAIXZE5PmjQXHT4youP4bMvPY0vP7zAn33XF3B5eRL+/lY85Tct+sleNDQ8+ZsMRZ/w+2BBbdJXmSet9VQfeyIQRwzUD+hXDIZ7ZHT7dI0IOJRuJeFOaMAd4Xfv70dadCUBAuwrCMwgRGCILTgBeKh9Sw0IF3yBO/wW3MUdtBD7s+gEYDqGTBUAhcmyasfoH1tuL9iJ98BNCpj55TmGS/x8MXusk+PNkxfAX37s7XjqQgSK6WOQfouoSVRFIesTrjmYmOf1yGXbRO0KLAldHLmEIGTzshmWlsW4HJbEXEIgyo8JgYghGFwGo38lSbjutz4W68g//WqLt10Bb77s8Fjb4W4rZPKRv1xGyp+4wd3DEceuEU/OTYc3rg948kp4lPVtdlV0vZ5Ct2nlihM5iR8kEeyD7BSMYDtzcDQnej3hj37ONYkr3/0dEpGI995+H89cvgbSAlWoIfC1eLrmo+bJ7xhomuG18buN+mXpc+zlFUsMQq4EsbRSLbUUn6OT4XInmdToxIxrIrRdgwenFnh4ief/4HG8816H99x9Gl968BAP+FrmF+isT3y2DYzUcXOVgX5s8tQMtVh0ujLBlNJDUP20EQRhx+iXfgnS9Ec9YEqSzP74yACQTwj2DtsmaFvFJoTT0OQfepJVl7baJ0AM6GI7U5/tkj6eEsl8QggRAl0lMNEAo3F9dG7lGzCFEEyOqVMjV8OwukD9q/6KrTvSAAAgAElEQVSUYtIx4SjX47fEeOLAeOaeqH/VDteKmsAPjfCriwBOEWl/2R7RNh0u2xNUnvzLw9FLBEguvxv85yqgj4c8Cg2DZS4FIvG5dZLAZkIf7buiZvgOiXh4End878PUCHAjL4kOwFHuAdEMAX1WVmsJVDFTGGfDuIlSiYHozEAMVF4GpRoAiiSImKOGxB4FDY2n4Gsm3D82eOW6wZOXwHV3ifvXLR7yqd/e2Ew81MoJc7pszzaRDsfMyV8/NplwEx+19FUJpm1Gp9nTEiWp/lt2N9T7qpZeuohKDIG5LYRAYfdKwVJIfvrv62mvVTka3gtCwH1kfqulWe20Bx0F1xP/cH7+lamniN0C+mx0G7np2PIdu4IK9dem20Cvq783f0M1uV80jHtthwMJ0nAhg+ouJBEgjCc6RQxGfZSydCg4kftcvHKLZjnhd6xl5evU0/mwayDrxKCjiXpQDJ18iu7kZzYvkDWjozo1yQ73uI0YAECnbn5t1QQpE32SJ50cDL+oUg5EToZB+maI4MvrDrh/avCoEztKXrWEE7doT4RrFpkJ9UyoPCII9gnShdiJPpUQ6G3qdU31YEwORGlbu2ayIUBE01PCDB5T1FVm764D4GbEFBRBDAkA4gLdbGRAvdcJQQPGYVBCIZKv2PsRcgFsBbluAwXl41Xf2bnJSuwqg6GMe1AwcxCopWU6GrlOvSXGnaYDDsCFtKnW3l9oOfj17XVNxI6DZupfW0IeH1YjBgDQyd+hiXvy9+0zAbjVioTuADAVAtuxaZxBn41RIwenkc0hSZPeHjNwZMKjjvDgJMgBIJZwXjay5ZOof4TMBymXPYs0xOamTty3N25r3PgSE56NCOjHXa4FM4GSXs/XT/XcJeI49j+B32YsQgpUjvNwOTtsqgBgJwPiPfdPCiq7m4JaltRvJqTdIC5CMJKmg5+iHGxPGdF1LR3ViUCnvQcmcV4RfSuH4N4FwCiOYKhnDy7s++hRd5TErxLvoOnQaheKSsaj/hoMCkG/k96MJYvM1Pv+2XAPTMv6yUMquXCiky4EqRaQvFBKXPMh0qBgC4QcBRJirBDEqAaAqK/IQQeZFlyeNuPtOx5cENdSKbjWvoeWRPAyQ/6ODJGtj/Xt2Ll/Dwzyum1nPBUf4EMuUbDZtREEG1GxxTGY/+orDSriIa6vDT91aljdfRBDBPpjqo7DddD0g7UkBDTEFZgY/I82V0Fc38+lJMxVCXToxCAF5ndagiRYJw6LIuBTCfoyns9EBBBLd5LceKdhwoF1SXlwLxw0laBP96sRUAUfSdBJgAsTJSFAFnwItTXpnxl70A37Hoy+7ZlP/DH9sMFGDAC3agBo5ACwEgRXOyru5MQixuDIQkk4ykaIRNxBS8DB8An2E7x0WxDEJmvDxG8nAEt9rS7/vuu8iySYx/RMhAoproMKWAniFrEKKfBdOj4yAKQRAnPntD4quc9gF+5rSZXANt6diyzqY5nlwSrLno45JCG0sZH5elrffoU1JHz0TCKt70Htsd10IsMdkzYR8uBiaLh/3x+n8ba+qZOwD8We/GOhz7JKLRDaL9DQmDD4ftiFCcMoVbbWpH4t6HyxGR0PuwX1JbsnFuWOTDh24r1ejTCMM7rCxOp/hD6lMmQWxVa6F2zKwBLuO9ek43IlmOd89UI7Fpa4fG9yPAFwfpdtLBYlBXPIADB1F+jHlI3Yy8V8KrOd99cfvzcVh7kqwhzXQSzMwMcS5EC3DcRf+LHycqx7YNIfYpy0qHwiAvHw5K/y4uuR++q4IgItDasJgME1Nc+NMCOuYEH0/dKIARCIDViIMOjqDWAnB6oJ063Qn/N8ZaqcqnvkIchQJwTmnh0NQUTcE0Pspgoc5eQvXJdyuSMPkffaApNkpAamTbMFTIlC6gSr2zT3j7HZc8UT3LScA6lQLqY9YDFSsCQhUDEEPns6hiCYuAtxSz9djutArXQG4twFZyUHhkowOW6Wj3Al9P5kSQYaZjBxz4oUISAQQNKfrsUN6MRAkYBUZaCkklACNjLSKwJSOTCJgSqjIzqA0HUBJJAFHznQmzDVA2AcN2C7BzrN3km6kY6dIgeD60C0N2zJ3jFLpYBx0ohBw3LTJR6eVGzkAECvHpiYE4DomnBsRAHwS9lmHdONUJED4VbaA1aNKUghA+Y5m09XN2e6DhT0tcwxl7PNSkgl2BN8yyTXIgc+lSAnfoCIJy4EkulsG2IVJw4VQM6SEAzXo35NDeRAJwS6SkCaO0HPUbAHTIiAjxgAk5s2myQoWHMfjM/rOxYCbnKguhckoLpbgceHOgshYAx/I2UNw1jCkIGvRGgYPSHoiYGs0G80pUv4JjmzlDGRG5iYShZcNn0qwX5Hw3WxF6VgYa+gbITKEoLYdfZmlkL9Zh+Xsx/X65o2fWWAbfmPptJdWvk5MNvS38eSj5hyNllfn8DFpD48/bf9Vr9iW2T1WiQlkumDHYTA+VnPSAxccRV5trQ3HXt9Y9wNf9notL9R0wQzxse8V1X3Yv70Cb9jkdFQqQKKEAQ+bg8CDcnSGpX3X0yULQ2vGxJ/BC0uwYjgJ6LJnwm9jvnng69e6E+30X9uT8bCOdsc3/R4AuU+SPmLARF9gIg+S0TPEdFPWc7/BBF9moh+k4g+TkRfH7K5Qp4Cx3HjveuiCE1Qvh0VzRwso136/Gb7OiXhmtxc8QRLrnYIJVZa1aXgUAd8qoFrEuxjA6CyrQl5mAhoIbaOJZJ5DQiTBERqYh/sTOMITJVg3D4mtlznz4WQWgBY3A3m47nDro7cXAWmqqcTg9FqjUS7ZtpyRQDY8Xr0kQEwiYcCtaeCUhIaIUoBUikAYFUNRJvDYwVjOun1+QMsF4pLfp6jMLgw3bTIQRIibN32eAIF2x4Uc0BELYCfAfCdAF4A8AkiepaZP60V+18A3svMrxPRXwHw9wB8r8/uYqTA9zQfIgS2scRUCWIvK91f7FBER/BNxHtUCRRsftWYjItLkAMXbKsOXLC5DHxlW1le5ceHdCvYMhI2/cAs32sKgU0tCL13HVsNMvGRL8jRRQwAS52YGwljkpBKEPRvy0UQcu3pE74iAWx57boOhxwIJANaxaTZQLGDsTsBwIQciH5MCY4v0ZFrCaDPVz13AjbbdBGCOSqBCzeLPCyy98G3AniOmT8HAET08wA+CKAnBcz8X7Ty/xPAD4aMrhtTYDnmIwS5T1VqXNNzE+hJi1KfwF0xBCl2SsWYxLg4UhCbijk3v4ELc2y5+qKWquqZ65RaAGjXhfw9G0cndDIg3k8JgakS6KsURrZWWDmQAxsJ6GEcm0sOVHs6UkiC7RsMtWjW6fcFMciAeq27DsaJzOztqviCkyRaIq5Ay66IsVLQyeWxekZBNZHq6oHZ/1A2RCCPLPjgshdDCKa23DZcZW4ilPsgEW8lok9q7z/CzB/R3r8DwPPa+xcAvM9j70cA/MdQo6uRgjmEwBVEmAJ9PXpOPROuiThVJTiH68DEuYhBKYhgwrFLwXQjcB90iF41GCRduzytk4Hx++G1ilOw9WkNBDdAMjMG2tQC042gjgETcmAdwCNcC7a+KZh9tF37ptmYb9c2ueuuAzbO2Y7ZMGywNKgFyo1gIwasvQbgJAeiXWXX/lljVi0olEguFMpJYBKCGkvghrmTZgReZOb3lmibiH4QwHsBvD9UdhVSEEMIouwk1DHVAoVYcuBbYZBKCM4xkerLEhV8k/rZiEHEagMfqOFR7EGvFmj5B/TkMbb4BtemRiZBGLIbjkmCatc8NunrxsY5K2mYZDpEnGrQl49XD/Q2Q8ghyeNNz8bHTKXASgz6Our3HgypDR1HydEQJgYAnORA2PUTBP2zKKSuPAjBuXuhWS5ACJaIJdjKZm7pYLBlO+qZ+AKAd2rvn5HHRiCi7wDwNwC8n5kfhowuH2iYUW6OSmB7mrGNU7nLCks+wa+RsGgJzCUGs1wHGgkw4wr097p6oIgBgAk58LY1cg+Mj41dCpgcU3017ejHV12tENpQSY8lCBADIIEcAMkjuesey4kFspEB870eZNjX8/TBlTK5LwM7MVB2FUnV43Ws+xNYCAIQJglDP8qMLzYrqYTAavcWqQSZ7oMQPgHg3UT0Lggy8H0AfkAvQER/AsA/BvABZv5/MUYXJQWugTd1idykfmQ5cywzVYMUhMhASZUgNMDNQQm1QNkBtuNOEGms1X4DIpe9IgajcgY58NscXttSHPtcDSkorSD4XArAmDhPXAY+YgCkkwMgSz3wmfHBLOJSC/TX+qoDRrgdEU8gZAObWjB8JwYx0IhAH2tgkAPAfo26CILqT+h7SIHvV7LFD8QQgtutEghkuA+8YOYjEX0IwMcAtAA+ysyfIqIPA/gkMz8L4O8DeBzAv5PupM8z83f57C63+sBxPDQA5gcXDvvT64OejRj0fQy0FbVXguecb8LcqkqQQgyA88UZ6O0q9UARA/28Thb0TYpiB6kwGXDUM1SCXk3wPK3bzp0zUNFKLmyBiUgkB4D35ivxiUOuA/XeVAhMG6l9UcmU1DYb/aoEYFiZIImA6T7QvzuXeiDaGH93tt33So8uMWQAiCcEt0klEODiSxIBgJl/CcAvGcf+lvb6O1JtLrR1suO49YJxY7wjXX5/HOPYbFdA7k/sIwRrBBiGJvKtEQNzgh+fk5O9xa1gIwYAELODodmGQmNM8vr5kNtARynXQSiKf6wEDC6EGLVgcg72MqP2OEAMehtl1APT3KgvlnMmIdDr92oBp9/bSi1Q6YP7FQkQxIBlbgObamCLLXCpB3qZoe3pd1him17XqgJnzMGChGDvKgED6MrHFCyC1VYfpBKCWOguAZdaIM4VbDOizFZk9bWwpmKgCIA198JEGZDH9SWpFpvmxkgmXOqAixCM+utRCazLGM89AMYSA8B6Q0WpBr0dgxzI97nk2OU+MAmCLcgwB2qiZ8sxYCDYLmIAjO+dEDnQy+jlpv0qfxGlkAFf+YptY52tkyOvjdhyjDh5zBp0iHxikLzJj9VG3o2yNsdIVQuWgLmywFnOUAvsygDk62EC7yxLGBVC2Qit6oE26Ztug6DtM+czCMYhuM6XUA2A0cycnkfEa85LCPQySiWIgYor0J/IdbVAuRGECuAmBkBcXIHpWujbTFiimAvf5J5KCG6jSqBQOqZgKayavEjHUpsu6GoB4CYGsf1I/RnnEILSrgPbskSFmCf7rbkRAE0JMNQCGzEAMFINVB+BMTnwwf4kH0cIRnXmTvoj+zPsOFwI03KYBhVmEgOgjPoR8w3ayIB+3JevoC+b0TfSbIpUaWMVwEUMgKlqAPiDDkNBvjEJj1yIj7VJr3+bCQHAlRQorCGFhlYV+Aa/Uj/T3MlwzWRFS6IEMbDZiLFriy+wqQbKXlqf3EqCixCEVIKQ62Bt9SBqKWIGMQDSyEHqp/bFE+jnXa4Emw1fkKE+oZvvba/Na9dFDICxMmBTBGzkoP/MkSRhDny/X6o64KsD3CRCIK6lJQINl8DZlAIT02WK+QOiqRYAiVJmImImwTmrDXzmlyYTOW6EkoqBz4Vgiy3QiQEAq2qgw7d/QlR8QQQhCE3uS0/+3qyHofuiIDGIai8C/v1J7OV8eQr0vqVinN3Qrhb0ZTHcSzox0PvjUw3UecD+9B9LElIR+r1y1IFQvZtECAQYHU7n7kQUFiUFbrloebiIAVCOHMTedGu7DW467KsQpsQAwEQ1APyxBL42TaQSgpiljOdGKLYgWK4QMUjaVyRQP0QIRmUndtJvTp9aYCMGkzqFgg1d37HvI6VclyEFohKCMW69UrD2oGdzIdiIAWBKeWntpI4Rc/MRLMkXYp/oz60W2GyasQXmeZMYAJiQAwXbznu+eAPzyX4OISBHrMCi6kEou+GkPOyrDBYiBjlJimx1fcGGtv7EtD+6xjS7pktBnNeCDhOJATBWDVTbZl9Vub7vESPG3LE5xh2RSwhuKhhclyS6UEolYGByaaUQg96OeSMXlOBiCMFNVgmiiIFIFi/KuyZ4x/G+HQ8xAOAkB30XYgIOrcsJTXLgL5+NDFuxT/zAdIJOzU1gRSQxAOInqRQ3mivg0DxW+v7TiYL1fAQx0PuVGmg4J8jQh7kBiLF2QipBiU2ezoXqPiiMWSmKA8RAR6mn29tOCNbAKIOhhzi4yIEJ7vznTXvjY9pro36MSrBXeMlHJJEYJVKy+Pp9sN1DoRUIEzcCD9211QvBXJoojkl1wFALADcxEH2JUw2Unb6/jg6nbpaU+xQ/lwwAN9dtILBMRsMlsAlSkEv+YtUCII0YzEGsu2CORJpioxRy8xbMcSPEqAU+YgD4ycGkvZlkwGYjNo4gliys9aCUlOK4EDHoXwfKuq5787iPEKTYjr1+ByIg2vERg74OxvdVqmow1EvrbwkJP/ZanKsODO3tlzUwgI6rUjDBGgGGgJ8YiH6Un01TYgeqQuBGbMIiHSYxABBFDmb109JFHyEIlXViJTVh7qqAEsTAB9894yMD+nkrSbCoBDGwTfAp9cZZDMd90ImBra1QDEEqQUhByUBE4HYQAoGqFKwGm1oQQilykBNEGDuQlLiXS2+6VEItSM8PEBdbYK5IMMlFqYEyhgyo/rjqTQMV/bacfUmYaKc5CBKDDft6yJvgE+tFbUZme6p3nHcd99tP/35CaoGOaS4CPzGw9T2062fOCoRQ3RBiVYgYQrB/MjCAa0xBeaTEFcTst2JOmjEkYc5EW5IQlFIb1shCaLYzaVMLNgT8akEqMQCmgYWxwaSh8SiGDITspIx5SWULyHKpqwuCwY2RxCB0bYfIgM/GiCgYKkGsi0HHMPlP4wpcsMUX9OcAZ5yBqqv3dajnVw8m/V5gri1JBoCbRQhQMxpOsaTrwKcWJBGJBZfKVJdBPiaBgwFiACCKHOj2k/rjeML2qQOhutZzOwxELEUMJtU8X0WIENiqrrlhmU0tiCUG4vxYNVD1Afv3kkoQ5iA1NuF2EgLUjIYlkBoYWIoYlEaJzV3m2iyJORsljWTyRLXAp2hYk7t4yIFCbOxCSNKPVQd8boOp0bQfORQnEZWQyBJXkLXfQQFikBuIGxNsaHalNEwXgg4fMQDGcQYmMRDn48mBsGO/yHLIwpzgxNtKBgYwuAYaLoPcCT7GnVAaSxCCCgGbi8FGHGzkQLcxB65AwhxCEF75YJYPdm/b8BCD0H0TQwbMcja3QUqbMfC5EEYEwEEMAH8AojjvJwdA3GdZK4FQynh7cwmBQHUfnAE+tUBhDdUgZ4CJrRIdJLXHrGGJaoHNLeDM+uYhB0ld9K0oiHQXBAnBAm6DlGRG0ZijFgTqT+z5zGQSAtsQrU6nBBnaFAHbuRxiANjVORc5UPYUzqEqpo6vN50MCHANNFwSvok9lhgolCIIc26+26oQxAQ5xrgRXKoB4CYHOlLTHE/66LiGsghBhP2cyX0OIViEUCiEdlf0VQ2QAbOM61rzxitk3pypSxZziIEo5yYHyq6OJUjCnDE0lRDsXSDbA3ZJCkKIIQYKkyjehGu0xA2WYuJWBCsaagGQTwxUWcA/uKcQAJtt67kIQmDvTHpfSuRdyMZctcBhI/SJ5qxAUE2G6odgTUZkcSHEqAU2ezZi4Op7iBzobZhIJS8lkKMO7JkQMADm6j7okftj+oINQ26AFGJg2l0Lt2GODyF3SaSLGAD2AMIl8xTY+hBTL8ZtsHdlNVll6NLVASBiBYLDbXBuop1KDIAy5GBkb8Vr7LaRgQF1SeIqWIoYLI2ccShl8Fo6nmDOCoS4BsJqAeAmFDlLEEMbY4WQQgZ85UN1YybY6EnYksDIldlwURcCEHQjzFqSmHjD2eIJcq73sSpgVwvEuXRiAPjvQ33yTSEISyA3ZuBmkAEJRl19sBWo22Er5KCqA5FIIAaAmxxELzvMvEBy9imw1tlhToIeobiAFDeCeSiBDFjLGIVcKkHIVogI+4INrfYyiAGQphoMddcnCHODB28UIQCAmua4HEL5CmJXE2xBNci9Hc8tcS4Npwshkhj4bOgTcOqeCj6kLiH01ot0G9gm1rPGEyQgVWnIWZYYqrfWkKzHFbjUgjg708/jUw2A8Ge0TdYliEKpFQQ3jwwI1JiClZFCDID1ycGcWy6VEOxyKSLKEQPAk+QoM3mRra6zXGLw4a4VAh0FNj3qTWWqAylug/T7qjxCaoGtDOCPw4klB2N75x8zbioZGFCXJCZh7g5tye3Jf5ducu5wv4ZCcGZ3Yza8+yNEBi/OTV5ktlmqrdxYgqUxN65gdn3H8Zjtjn2TpMtuqXvDpxbMIQa+PuaQg3NgA5f1aqhKQUHEpDzOSUq0BDkoNc3kEIK9qATUiAlicjxBLRB2/MRAYUniM4sMzFxtYHMdnJU8FFQLdKSuRggRAv82zPkXyziY0J3dsBQxAOLJAbAtgnCbyIBCJQVnQG62Qtv9FGtmiflmDzEEc1cglCQGgN8VUJIgpO1UWIYQbEElKIVYtSDmZ9rCfZKapCgWKcQAiFPHzk0QSlzGG/B0ZIHrksTyiN0gqVQa43ONN7kDzF5UAh2liIGwFSYHyrYNudsn+/piRepGR46RNCXA0DkJO/ric+ctvjQxAikZCEMqwVr3+VQN8KsFokw6MQDiiK9rj6uSKH2Z7JUQKFSlIBEl4wrOuSviHGzhyWcr8BIDYDY5sLU3F8G4gYzli2ntz7cxGxEuhBCxSHUX9PUS4gjstsvegD4Xgr18PDEAypCDkd204qth72QAAMB1l8RFkLKd8jl2RZyDOYQgVyXYQpChSy0AApKoRzUQdvPIQSqiAwiz8hm4ym/ghzsD5u5RsIZK4Ft2GFILbGVEuSkxcJUd1cskB1vBjSADGmqegoWQQgyA7asGe1UHSl7eSxEDYXtcuQRJSFq1kJ3PIKFDGeXPjRQ3RA4ZmHt9+ibS3NTcVluYTwyAOHIAbJ8g3DQiMICr+2BL2CoxKEEI9hhLYMMsYgAEycHQztTQJEtiiaWKmWmMRfu+Ohsf1RMQQwxKEYKSKkHKxGq6EOwT/jxioMoD4TFliwTh5hKBAYwaU5CF2LiCVLUA2JY7oZQ6MIcQbGVAiEXw6SyRHIxsl0wgNIMMhOul9/MsCkKBpYnBjIYJX0XM/VY6nmAp+IgBEE8OgOl1uNZXcBtIgA3VfbAwcogBML5Z1iYIJV0F51YIltgUyacWAJGy7QxyMAsFMh4CeZP42hN/yRUIOba8mQrndScKky2NI2IFdMxRC0RZcRGFyEHqeJO6Mmeu3duF6j5YBbnEoK+/AkFYImbg3IRgScQQAyCBHADLEYSZWQonZW6J2yCE3IDCGLcBsP5yY9sqhLnEQJQvpxr4UCf1MqikIBOpSxPnEoPeTkGCsGTwYAlCsHWlNEQMgMRgL9vknUMUMt0MSxICbz3fE/jSey4skN2wBCGw1t3QDVGaGKj6wH6DmivWxSqkYKHsp5r9MsSgt+cxtVQGs9sENckx+5YUxhEDYSejEytsRBRLbm+7QhDMWxD4ClKev871bcaqBe76fmIA+N0JyobCXsewLcSE5YGxrUTTbmxOKQDyEhmVJgbOds54M23JbVDi8ibiIDEAFiYHC6AEGZhbf29LFBXM3zqXEMxxG5S4jkJxBTl1g3kJIlQD3RawH3KwXzIgwdV9cBasRQzOgVKEYCsTp0KIGABxqoGwJf4912dM2xchxt55Psg5fMg2taCkQuC0EXGxlBrKU9SCOcQACKsGuj2FLRGE3ZMAA4y6+mA2ctMe30RisCWFYAmUJAbC3vB6aYKQtzdCjF1/x3ehBMzwG84hBOeY3Oa4FVPrxpRPJQfKro61v8ebRgTGqKsPzoqbRAxKEoKtqQSpiHUnjOossBZ7zpP0GoQg2MYK8RRLIocQ7PETp6RMdtuIdynY2jBRgijc7Mnfh7r3wWzM2SRp78TgpqsDJmLUgr5sgmowbcd9ruSmXJN2I5+Yb0NgYQhr5SGwuQ5KEmf7SgL7JkmpbgRVB1hGNXDh9k7oc1GVggmWXoFgb1NcwXsjB0sQgpKD3VKXdsyqhL5shmoQbr+crd5mwkUfQwhmqwQbRui3DP3UN0kl0JGTDMlupxw5qMhBJQVFUOLpbU+qwdYJwRpIVQ2AsuSgBJI3NFpLIdip6yCXELjLn+97SFULgHLEQNiq5GB98PYGKQd2/FyRhg60WUle9W2r/TsHUidJarbxlJzTj9jPukuVoMA4OIcQrDntlZDWfTZC5lPbJ/lfxTrgxP9iQEQfIKLPEtFzRPRTlvN3iOjfyvO/SkTfELK56jCSOz6Ulb63MwGv0Y+9qQQ6iDibHKw5Qea2mfL51vo8W0tpu49nKzdcX2ez0BedQ0xI+69iSXSJf34QUQvgZwD8eQDfAuD7iehbjGI/AuArzPxNAP4BgL8bsrvFZwsrlpjczkUO1mp3z4RAR660vhRB0O3m2k75TFErFmL6sTPXQQwhyFEJXK6Drdwvc9QCVT9XtajkYEEwp/2F8a0AnmPmzzHzIwA/D+CDRpkPAvgX8vUvAPh2Ij8j3XxMgY6losP1CXqJ2IMtqBJbQt7Swvg4A1+b50aO8nEbMZcQ7AGu2AJxLj++QLcB5H1PNmJwrhiEm0FS4l0CCXgHgOe19y8AeJ+rDDMfiegVAG8B8KLL6CKk4PkHX3zxxz/107+3hO2K/ePHP3XuHlRUVOwYX3/uDmTgY8DxrYl1rojok9r7jzDzR0p2yoZFSAEzf80SdisqKioqKvYGZv7AAma/AOCd2vtn5DFbmReI6ADgTQBe8hm9peJkRUVFRUXFrvEJAO8moncR0SWA7wPwrFHmWQA/JF9/D4D/zOwPWNhVTEFFRUVFRUVFHyPwIQAfA9AC+Cgzf4qIPgzgk8z8LIB/CuBfEtFzAF6GIA5eUIA0VFRUVFRUVNwSVPdBRUVFRVbiT7MAAAI1SURBVEVFBYBKCioqokFE30BEv0NEP0dEnyGiXyCie4E6/5yIvkd7f1/++91E9HES+Doi+j9E9IcCbf+29v4nieiniegbieg3tOPv1t9XVFRUpKCSgoqKNLwHwD9k5m8G8CqAv5pjhJl/EcAXAfwogJ8F8LeZ+UsZdn4XwCtE9MfloR8G8M9y+lRRUVFRSUFFRRqeZ+b/Jl//KwB/aoatHwPw1wA8ZOZ/M8POPwHwwzLt6fcC+NczbFVUVNxiVFJQUZEGMzI3FKl7hLzPiKgBcKmdewYied/XynNRdiSutNf/HiL/+V8E8OvM7F2HXFFRUeFCJQUVFWn4w0T0bfL1DwD4FQAgor9DRN9tKf9/AfxJ+fq7AFzI8gcAHwXw/QA+A+An5PF3ENHHLXa+DOBtRPQWIroDQQAAAMz8AGJZ0j9CdR1UVFTMQCUFFRVp+CyAHyWizwB4GmIiBoA/CsAWE/CzAN5PRP8bwLcBeE0e/+sA/isz/woEIfhLRPTNAL4OQhUYgZmvAXwYwK8B+E8Afsco8nMQqsMv53+0ioqK246ap6CiIhJyL/L/wMx/xHLuY8z85wq08SEAn5eJR1Lq/SSANzHz35zbh4qKituLSgoqKiLhIwXnBBH9IoBvBPBnmNm5+1lFRUVFCJUUVFRUVFRUVACoMQUVFRUVFRUVEpUUVFRUVFRUVACopKCioqKioqJCopKCioqKioqKCgCVFFRUVFRUVFRIVFJQUVFRUVFRAQD4/4O36w44q81yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pylab\n",
    "from matplotlib import cm\n",
    "\n",
    "# helper to show three target channels: normalized, with colormap, side by side\n",
    "def showSbs(a1,a2, bottom=\"NN Output\", top=\"Reference\", title=None): \n",
    "  c=[]\n",
    "  for i in range(3):\n",
    "    b = np.flipud( np.concatenate((a2[...,i],a1[...,i]),axis=1).transpose())\n",
    "    min, mean, max = np.min(b), np.mean(b), np.max(b); \n",
    "    b -= min; b /= (max-min)\n",
    "    c.append(b)\n",
    "  fig, axes = pylab.subplots(1, 1, figsize=(16, 5))\n",
    "  axes.set_xticks([]); axes.set_yticks([]); \n",
    "  im = axes.imshow(np.concatenate(c,axis=1), origin='upper', cmap='magma')\n",
    "\n",
    "  pylab.colorbar(im); pylab.xlabel('p, ux, uy'); pylab.ylabel('%s           %s'%(bottom,top))\n",
    "  if title is not None: pylab.title(title)\n",
    "\n",
    "NUM=40\n",
    "print(\"\\nHere are all 3 inputs are shown at the top (mask,in x, in y) \\nSide by side with the 3 output channels (p,vx,vy) at the bottom:\")\n",
    "showSbs( X_train[NUM],y_train[NUM], bottom=\"Target Output\", top=\"Inputs\", title=\"Training data sample\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fAd8hWG3atqg"
   },
   "source": [
    "Not surprisingly, the data still looks the same. For details, please check out the description in {doc}`supervised-airfoils`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C2gdKINAG_Qs"
   },
   "source": [
    "### Neural Network Definition\n",
    "Now let's look at how we can implement BNNs. Instead of PyTorch, we will use TensorFlow, in particular the extension TensorFlow Probability, which has easy-to-implement probabilistic layers. Like in the other notebook, we use a U-Net structure consisting of Convolutional blocks with skip-layer connections. For now, we only want to set up the decoder, i.e. second part of the U-Net as bayesian. For this, we will take advantage of TensorFlows _flipout_ layers (in particular, the convolutional implementation). \n",
    "\n",
    "In a forward pass, those layers automatically sample from the current posterior distribution and store the KL-divergence between prior and posterior in _model.losses_. One can specify the desired divergence measure (typically KL-divergence) and modify the prior and approximate posterior distributions, if other than normal distributions are desired. Other than that, the flipout layers can be used just like regular layers in sequential architectures. The code below implements a single convolutional block of the U-Net:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "9-8O6qJ-G_Qt"
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import tensorflow_probability.python.distributions as tfd\n",
    "from tensorflow.keras import Sequential\n",
    "from tensorflow.keras.initializers import RandomNormal\n",
    "from tensorflow.keras.layers import Input, Conv2D, Conv2DTranspose,UpSampling2D, BatchNormalization, ReLU, LeakyReLU, SpatialDropout2D, MaxPooling2D\n",
    "from tensorflow_probability.python.layers import Convolution2DFlipout\n",
    "from tensorflow.keras.models import Model\n",
    "\n",
    "def tfBlockUnet(filters=3, transposed=False, kernel_size=4, bn=True, relu=True, pad=\"same\", dropout=0., flipout=False,\n",
    "              kdf=None, name=''):\n",
    "    block = Sequential(name=name)\n",
    "    if relu:\n",
    "        block.add(ReLU())\n",
    "    else:\n",
    "        block.add(LeakyReLU(0.2))\n",
    "    if not transposed:\n",
    "        block.add(Conv2D(filters=filters, kernel_size=kernel_size, padding=pad,\n",
    "                         kernel_initializer=RandomNormal(0.0, 0.02), activation=None,strides=(2,2)))\n",
    "    else:\n",
    "        block.add(UpSampling2D(interpolation = 'bilinear'))\n",
    "        if flipout:\n",
    "            block.add(Convolution2DFlipout(filters=filters, kernel_size=(kernel_size-1), strides=(1, 1), padding=pad,\n",
    "                                           data_format=\"channels_last\", kernel_divergence_fn=kdf,\n",
    "                                           activation=None))\n",
    "        else:\n",
    "            block.add(Conv2D(filters=filters, kernel_size=(kernel_size-1), padding=pad,\n",
    "                         kernel_initializer=RandomNormal(0.0, 0.02), strides=(1,1), activation=None))\n",
    "    \n",
    "    block.add(SpatialDropout2D(rate=dropout))\n",
    "    \n",
    "    if bn:\n",
    "        block.add(BatchNormalization(axis=-1, epsilon=1e-05,momentum=0.9))\n",
    "\n",
    "    return block"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "57AMSMp5sPFZ"
   },
   "source": [
    "Next we define the full network with these blocks - the structure is almost identical to the previous notebook. We manually define the kernel-divergence function as `kdf` and rescale it with a factor called `kl_scaling`. There are two reasons for this: \n",
    "\n",
    "First, we should only apply the kl-divergence once per epoch if we want to use the correct loss (like introduced in {doc}`bayesian-intro`). Since we will use batch-wise training, we need to rescale the Kl-divergence by the number of batches, such that in every parameter update only _kdf / num_batches_ is added to the loss. During one epoch, _num_batches_ parameter updates are performed and the 'full' KL-divergence is used. This batch scaling is computed and passed to the network initialization via `kl_scaling` when instantiating the `Bayes_DfpNet` NN later on.\n",
    "\n",
    "Second, by scaling the KL-divergence part of the loss up or down, we have a way of tuning how much randomness we want to allow in the network: If we neglect the KL-divergence completely, we would just minimize the regular loss (e.g. MSE or MAE), like in a conventional neural network. If we instead neglect the negative-log-likelihood, we would optimize the network such that we obtain random draws from the prior distribution. Balancing those extremes can be done by fine-tuning the scaling of the KL-divergence and is hard in practice. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "pGoGJwqdG_Qv"
   },
   "outputs": [],
   "source": [
    "def Bayes_DfpNet(input_shape=(128,128,3),expo=5,dropout=0.,flipout=False,kl_scaling=10000):\n",
    "    channels = int(2 ** expo + 0.5)\n",
    "    kdf = (lambda q, p, _: tfd.kl_divergence(q, p) / tf.cast(kl_scaling, dtype=tf.float32))\n",
    "\n",
    "    layer1=Sequential(name='layer1')\n",
    "    layer1.add(Conv2D(filters=channels,kernel_size=4,strides=(2,2),padding='same',activation=None,data_format='channels_last'))\n",
    "    layer2=tfBlockUnet(filters=channels*2,transposed=False,bn=True, relu=False,dropout=dropout,name='layer2')\n",
    "    layer3=tfBlockUnet(filters=channels*2,transposed=False,bn=True, relu=False,dropout=dropout,name='layer3')        \n",
    "    layer4=tfBlockUnet(filters=channels*4,transposed=False,bn=True, relu=False,dropout=dropout,name='layer4')        \n",
    "    layer5=tfBlockUnet(filters=channels*8,transposed=False,bn=True, relu=False,dropout=dropout,name='layer5')        \n",
    "    layer6=tfBlockUnet(filters=channels*8,transposed=False,bn=True, relu=False,dropout=dropout,kernel_size=2,pad='valid',name='layer6')        \n",
    "    layer7=tfBlockUnet(filters=channels*8,transposed=False,bn=True, relu=False,dropout=dropout,kernel_size=2,pad='valid',name='layer7')        \n",
    "\n",
    "    # note, kernel size is internally reduced by one for the decoder part\n",
    "    dlayer7=tfBlockUnet(filters=channels*8,transposed=True,bn=True, relu=True,dropout=dropout, flipout=flipout,kdf=kdf, kernel_size=2,pad='valid',name='dlayer7')        \n",
    "    dlayer6=tfBlockUnet(filters=channels*8,transposed=True,bn=True, relu=True,dropout=dropout, flipout=flipout,kdf=kdf, kernel_size=2,pad='valid',name='dlayer6')        \n",
    "    dlayer5=tfBlockUnet(filters=channels*4,transposed=True,bn=True, relu=True,dropout=dropout, flipout=flipout,kdf=kdf,name='dlayer5')        \n",
    "    dlayer4=tfBlockUnet(filters=channels*2,transposed=True,bn=True, relu=True,dropout=dropout, flipout=flipout,kdf=kdf,name='dlayer4')\n",
    "    dlayer3=tfBlockUnet(filters=channels*2,transposed=True,bn=True, relu=True,dropout=dropout, flipout=flipout,kdf=kdf,name='dlayer3')\n",
    "    dlayer2=tfBlockUnet(filters=channels  ,transposed=True,bn=True, relu=True,dropout=dropout, flipout=flipout,kdf=kdf,name='dlayer2')\n",
    "    dlayer1=Sequential(name='outlayer')\n",
    "    dlayer1.add(ReLU())\n",
    "    dlayer1.add(Conv2DTranspose(3,kernel_size=4,strides=(2,2),padding='same'))\n",
    "\n",
    "    # forward pass\n",
    "    inputs=Input(input_shape)\n",
    "    out1 = layer1(inputs)\n",
    "    out2 = layer2(out1)\n",
    "    out3 = layer3(out2)\n",
    "    out4 = layer4(out3)\n",
    "    out5 = layer5(out4)\n",
    "    out6 = layer6(out5)\n",
    "    out7 = layer7(out6)\n",
    "    # ... bottleneck ...\n",
    "    dout6 = dlayer7(out7)\n",
    "    dout6_out6 = tf.concat([dout6,out6],axis=3)\n",
    "    dout6 = dlayer6(dout6_out6)\n",
    "    dout6_out5 = tf.concat([dout6, out5], axis=3)\n",
    "    dout5 = dlayer5(dout6_out5)\n",
    "    dout5_out4 = tf.concat([dout5, out4], axis=3)\n",
    "    dout4 = dlayer4(dout5_out4)\n",
    "    dout4_out3 = tf.concat([dout4, out3], axis=3)\n",
    "    dout3 = dlayer3(dout4_out3)\n",
    "    dout3_out2 = tf.concat([dout3, out2], axis=3)\n",
    "    dout2 = dlayer2(dout3_out2)\n",
    "    dout2_out1 = tf.concat([dout2, out1], axis=3)\n",
    "    dout1 = dlayer1(dout2_out1)\n",
    "    \n",
    "    return Model(inputs=inputs,outputs=dout1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ETzjWZJzyMEu"
   },
   "source": [
    "Let's define the hyperparameters and create a tensorflow dataset to organize inputs and targets. Since we have 320 observations in the training set, for a batch-size of 10 we should rescale the KL-divergence with a factor of 320/10=32 in order apply the full KL-divergence just once per epoch. We will further scale the KL-divergence down by another factor of `KL_PREF=5000`, which has shown to work well in practice. \n",
    "\n",
    "Furthermore, we will define a function that implements learning rate decay. Intuitively, this allows the optimization to be more precise (by making smaller steps) in later epochs, while still making fast progress (by making bigger steps) in the first epochs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "H23a0JAJclEN"
   },
   "outputs": [],
   "source": [
    "import math \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "BATCH_SIZE=10\n",
    "LR=0.001\n",
    "EPOCHS = 120\n",
    "KL_PREF = 5000\n",
    "\n",
    "dataset = tf.data.Dataset.from_tensor_slices((X_train, y_train)).shuffle(len(X_train),\n",
    "    seed=46168531, reshuffle_each_iteration=False).batch(BATCH_SIZE, drop_remainder=False)\n",
    "\n",
    "def compute_lr(i, epochs, minLR, maxLR):\n",
    "  if i < epochs * 0.5:\n",
    "      return maxLR\n",
    "  e = (i / float(epochs) - 0.5) * 2.\n",
    "  # rescale second half to min/max range\n",
    "  fmin = 0.\n",
    "  fmax = 6.\n",
    "  e = fmin + e * (fmax - fmin)\n",
    "  f = math.pow(0.5, e)\n",
    "  return minLR + (maxLR - minLR) * f"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3lUU7A0o1PzV"
   },
   "source": [
    "We can visualize the learning rate decay: We start off with a constant rate and after half of the `EPOCHS` we start to decay it exponentially, until arriving at half of the original learning rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "tDXZO0FN02do",
    "outputId": "f19c0484-180c-4780-b7a0-cbc95d2c0fa9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Learning Rate')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gNHc/ucn0E2Y2z91PNrOliSpMRBIjKzODz43rz8Pza9hXV0+P7Fh+DYi0L5YzlB5mNujIRPi9Rzh5KCFViUhCXTy+hIOHG3l2iQbekviJJVD+DXjDzF42s1eA14F/N7PufDzaooikkImDelFS0I3H39XAphI/7Z7ruvvTZlYOjApnrWjSEf/zhFUmIgmTkWFMGz+A37z6PrV76yjumR11SZIGYr1t+CRgNHAicJmZfS1xJYlIR7h4QgmNDk8u0lmKxEe7gWJm9wM/AaYAJ4efT722WERSy4i+PTmhfx6PvaO7vSQ+Yrm9oxKo8NYGThGRlHXJxBJ+9NRyVm3ZS3nfnlGXIykulkteSwC9mlQkDV08oYQuGcaf59dEXYqkgVgCpQhYZmbPajwUkfRS1CObs0f14ZEFGzjc0Bh1OZLiYrnk9YNEFyEi0bmsciDPL9vCqytqOVevYpHjEMttwxoXRSSNnTWymKIeXZlVtV6BIsel1UteZvZG+OdeM9vT5LPXzPZ0XIkikkhZmRl8aWIpL723lW376qIuR1JYq4Hi7lPCP3u6e16TT093z+u4EkUk0b58Uin1jc4jC9Q5L8cupgcbzSzTzAaY2aAjn0QXJiIdp7xvT04u68WDc9fT2KgnBOTYxPJg478AW4DngafCz5MJrktEOtgVpwxmzbb9vLV6e9SlSIqK5QzlemCku49297HhZ1yiCxORjjV1TD965Wbxx7fXRl2KpKhYAmU9wQiNIpLGcrIy+XLlQJ5btoUtezQQqxy9WEdsfMXMbjKzG498El2YiHS8yycNoqHRmTVvfdSlSAqKJVDWEfSfdAV6NvmISJoZUtSdKcOLeHDuOur15LwcpTYfbDSzTGCEu1/RQfWISMS+Nnkw19w/n+eWbeHCsf2jLkdSSJtnKO7eAAw2s64dVI+IROycE/oyqHcu97yxJupSJMXE8i6v1cCb4Qsh9x+Z6e4/S1hVIhKZzAzjytPK+L9PLmNRzS7GlRZEXZKkiFj6UN4neO4kA/WhiHQKl1WW0iO7C79/84OoS5EU0m6guPsPW/rE0riZTTWzFWZWbWYzWliebWYPhcvnmFlZk2U3hfNXmNn57bVpZq+b2cLws9HMHoulRhH5tJ45WXy5spQnF23ULcQSs1ielC82s/81s6fN7KUjnxi2ywR+BVwAVACXm1lFs9WuBna6+3DgNuDWcNsKYDrBOPZTgTvC17+02qa7n+Hu4919PPAW8Egs/wFEpGVXnVZGfaPzh7c+iLoUSRGxXPJ6AHgPGAL8EPgAmBfDdpOAandf7e6HgJnAtGbrTAPuC78/DJxjZhbOn+nude6+BqgO22u3TTPLAz4D6AxF5DgMLuzO1NH9uP+ttew9eDjqciQFxBIohe5+N3DY3V91968T/MJuTwnBU/ZH1ITzWlzH3esJnsgvbGPbWNq8GHjR3Vt8xb6ZXWNmVWZWVVtbG8NuiHRe3zpzGHsO1vPg3HVRlyIpIJZAOfJPk01m9jkzmwD0TmBNx+ty4MHWFrr7ne5e6e6VxcXFHViWSOo5cWABpw0r5K7X11BX3xB1OZLkYgmUH5lZPvBvwL8DdwE3xLDdBmBgk+nScF6L65hZFyAf2N7Gtm22aWZFBJfFnoqhPhGJwT+dNYyte+t4dEHzv74inxTLXV5Puvtud1/i7me7+0nuPjuGtucB5WY2JHwwcjrQfLvZwJXh90uBl9zdw/nTw7vAhgDlwNwY2rwUeNLddVuKSJxMGV7EmJI8fvvaaho0Voq0IZa7vEaY2YtmtiScHmdm/9nedmGfyHXAs8ByYJa7LzWzm83sonC1u4FCM6sGbgRmhNsuBWYBy4BngGvdvaG1Npv82Om0cblLRI6emfHPZw1nzbb9PLloY9TlSBKz4ISgjRXMXgW+A/zW3SeE85a4+5gOqC+hKisrvaqqKuoyRJJeY6NzwS9ep76xkeduOJPMDIu6JImQmc1398rm82PpQ8l197nN5tXHpywRSQUZGcb155bzfq3OUqR1sQTKNjMbBjiAmV0KbEpoVSKSdKaO7seofj35xYur1JciLYolUK4FfguMMrMNwL8C30poVSKSdDIyjOvPKWd17X6eeFdnKfJpsdzltdrdzwWKgVHuPgX4YsIrE5Gkc354lnLbCys5VK8BuOSTYjlDAcDd97v73nBSQwCLdEIZGcb3po5i7fYDPDRPT8/LJ8UcKM3oFg+RTuqskcVMGtKbX7y4iv11uj9HPnasgaIeOZFOysyYccEotu07xN0a1VGaaDVQzGyvme1p4bMXGNCBNYpIkpk4qBfnj+7Lb199n2376qIuR5JEq4Hi7j3dPa+FT093j2XoYBFJY9+dOoq6+kZ++tzKqEuRJHGsl7xEpJMbVtyDr00uY+a8dSzduDvqciQJKFBE5Jhdf045vXK7cvMTy2jvNU6S/hQoInLM8nOzuPG8EcxZs4O/LtkcdTkSMQWKiByXyycNYlS/nvzoyWW6jbiTU6CIyHHJzDB+dPEYNu4+yC9fXBV1ORIhBYqIHLfKst5MP3kgd72xhvc274m6HImIAkVE4uJ7U0eR3y2L/3hkMY16G3GnpEARkbjo1b0r/3HhCSxYt4sH5uo9X52RAkVE4uaSiSVMGV7ELU8vp2bngajLkQ6mQBGRuDEzbrlkLAAz/rJYz6Z0MgoUEYmr0l65zLjwBN6o3sbMeeujLkc6kAJFROLuikmDmDy0kB89uYx123Xpq7NQoIhI3GVkGD+57EQyMox/fegd6hs0umNnoEARkYQoKejGj784lgXrdnH7y9VRlyMdQIEiIglz0YkD+OKEEn754irmr90RdTmSYAoUEUmoH04bTWmvXK770zvs2H8o6nIkgRQoIpJQeTlZ3HHFRLbvO8QNDy3UU/RpTIEiIgk3piSf//5CBa+urOWOV9Sfkq4UKCLSIa44ZRDTxg/gp8+v5OUVW6MuRxJAgSIiHcLM+J8vjeWEfnl8+8F3eL92X9QlSZwpUESkw+R27cKdXzuJrpkZfOMPVew5eDjqkiSOFCgi0qFKe+VyxxUTWbf9ANc+sIDDeugxbSQ0UMxsqpmtMLNqM5vRwvJsM3soXD7HzMqaLLspnL/CzM5vr00L/NjMVprZcjP7diL3TUSO3SlDC/l/XxrL66u28f1H9RLJdNElUQ2bWSbwK+A8oAaYZ2az3X1Zk9WuBna6+3Azmw7cCnzFzCqA6cBoYADwgpmNCLdprc2rgIHAKHdvNLM+ido3ETl+l1UOpGbnh/zyxVWU9srl2+eUR12SHKeEBQowCah299UAZjYTmAY0DZRpwA/C7w8Dt5uZhfNnunsdsMbMqsP2aKPNfwK+6u6NAO6u20hEktwN55ZTs/MAP3t+JUU9svnqKYOiLkmOQyIveZUATd9dXRPOa3Edd68HdgOFbWzbVpvDCM5uqszsr2bW4j93zOyacJ2q2traY9oxEYkPM+PWS8Zx9shivv/YYp54d2PUJclxSKdO+WzgoLtXAr8D7mlpJXe/090r3b2yuLi4QwsUkU/LyszgjitO4uTBvbnhoYW89N6WqEuSY5TIQNlA0KdxRGk4r8V1zKwLkA9sb2PbttqsAR4Jvz8KjDvuPRCRDtGtayZ3XVXJCf3z+Nb9C3j5PV2xTkWJDJR5QLmZDTGzrgSd7LObrTMbuDL8finwkge3e8wGpod3gQ0ByoG57bT5GHB2+P1MYGWC9ktEEiAvJ4v7r57EiH49+Ob98xUqKShhgRL2iVwHPAssB2a5+1Izu9nMLgpXuxsoDDvdbwRmhNsuBWYRdLY/A1zr7g2ttRm2dQtwiZktBv4H+MdE7ZuIJEZBblceuPrUj0LlmSWboy5JjoJ15vu/KysrvaqqKuoyRKSZ3QcOc9W9c3l3/S5uvWQcX64c2P5G0mHMbH7YX/0J6dQpLyJpIj83iz9efQqnDy/iOw8v4q7XV0ddksRAgSIiSal7dhfuurKSC8f240dPLecHs5fSoLFUkpoCRUSSVnaXTG6/fCLfOGMI9/7tA755/3z219VHXZa0QoEiIkktI8P4/ucquHnaaF56bwuX/PpvrN9xIOqypAUKFBFJCV+bXMbv/2ESG3d9yBduf4M3q7dFXZI0o0ARkZRx5ohiZl83heIe2fz93XO4/aVVGqM+iShQRCSllBV159FrT+fz4wbwk+dWctW989i2ry7qsgQFioikoB7ZXfjF9PH8+ItjeHv1dqb+/HWNU58EFCgikpLMjCtOGczs606nsHtX/uH38/ivx5boLrAIKVBEJKWN6pfH49edztVThvDHOWuZ+ovX+Js67COhQBGRlJeTlcl/fb6CWd+cTJeMDL561xy++/C77Nh/KOrSOhUFioikjZPLevPX68/gm2cO5ZEFGzjnp68wa9563QnWQRQoIpJWcrIyuemCE3jq22cwvE8PvvuXRVx8x5tUfbAj6tLSngJFRNLSyH49eeiayfz8K+PZuqeOS3/zFv/8wHxW1+6LurS01SXqAkREEiUjw7h4QgmfHd2X3766mt+9vppnl27hssqB/MtnhjOgoFvUJaYVjYei8VBEOo3avXXc/tIq/jR3HQCXVQ7kn88eTomC5ai0Nh6KAkWBItLp1Ow8wB2vvM+fq9bjDheNH8C3zhzGiL49oy4tJShQWqBAEencNuz6kLteX83Muev58HADfzeimH84vYwzy4vJyLCoy0taCpQWKFBEBGDn/kP88e213P/2WrburWNIUXeuOGUQl0wspVf3rlGXl3QUKC1QoIhIU4fqG3l68Sb++PZaqtbupGuXDKaO7selJ5Vy+vAiMnXWAihQWqRAEZHWvLd5Dw/OWcdjCzey+8PD9M/P4QsnDmDa+AFU9M/DrPOGiwKlBQoUEWlPXX0DLyzbyiMLanh1ZS31jc7Qou5cMLYfF4zpz+gBnS9cFCgtUKCIyNHYuf8QTy/ZxNOLN/HW+9tpdCgp6Ma5J/ThnBP6MmlIb3KyMqMuM+EUKC1QoIjIsdq+r44Xl2/luWVbeKO6loOHG+mWlcnkYYWcUV7ElOFFDO/TIy3PXhQoLVCgiEg8fHiogbfXbOeV97byyspa1m4/AECfntmcMrSQU4f2ZlJZb4YV90iL25FbCxS9ekVE5Dh165rJ2SP7cPbIPgCs33GAN6q38db723l79XaeeHcjAPndsjhpcC/GDyxgwqACxpUUkJ+bFWXpcaUzFJ2hiEgCuTtrtu2nau1Oqj7YwYJ1u6je+vELKssKcxlTks/oAflUDMjjhH49Ke6ZndSXynSGIiISATNjaHEPhhb34LLKgQDsOXiYRet3s2jDLhbX7Gbh+l08uWjTR9v0ys1iZL+ejOjbk/I+PRhW3INhfXrQJ8mDRoEiItLB8nKymFJexJTyoo/m7T5wmKWbdrNi897gs2Uvjy7YwN66+o/W6d41k7Ki7sGnMJdBvXMZ2DuXgb1y6Z+fQ5fMaEckUaCIiCSB/NwsThtWxGnDPg4Zd2fznoOsrt3P+7X7WF27nw+272fpht08u2Qz9U1GoszMMPrl5TCgIIcBBd3ol59Dv7zg0zc/h755ORT3yKZrl8SFjgJFRCRJmRn987vRP78bpw8v+sSy+oZGNu0+yLodB6jZeYCanR9Ss/NDNu76kAXrdrJldx2HGho/1WZBbhbFPbK582uVDCnqHtd6ExooZjYV+AWQCdzl7rc0W54N/AE4CdgOfMXdPwiX3QRcDTQA33b3Z9tq08zuBc4EdofNX+XuCxO5fyIiUemSmRFc7uqd2+Jyd2fH/kNs2n2Q2r11bN4T/Fm7t46tew/SMyf+v/4TFihmlgn8CjgPqAHmmdlsd1/WZLWrgZ3uPtzMpgO3Al8xswpgOjAaGAC8YGYjwm3aavM77v5wovZJRCRVmBmFPbIp7JHdYT8zkT04k4Bqd1/t7oeAmcC0ZutMA+4Lvz8MnGPBLQzTgJnuXufua4DqsL1Y2hQRkQgkMlBKgPVNpmvCeS2u4+71BJerCtvYtr02f2xmi8zstvBy2qeY2TVmVmVmVbW1tUe/VyIi0qJo7zGLr5uAUcDJQG/gey2t5O53unulu1cWFxd3ZH0iImktkYGyARjYZLo0nNfiOmbWBcgn6JxvbRTTgWoAAAbsSURBVNtW23T3TR6oA35PcHlMREQ6SCIDZR5QbmZDzKwrQSf77GbrzAauDL9fCrzkwbtgZgPTzSzbzIYA5cDctto0s/7hnwZcDCxJ4L6JiEgzCbvLy93rzew64FmCW3zvcfelZnYzUOXus4G7gfvNrBrYQRAQhOvNApYB9cC17t4A0FKb4Y98wMyKAQMWAt9K1L6JiMin6eWQejmkiMhRae3lkOnUKS8iIhHq1GcoZlYLrD3GzYuAbXEsJ0ral+SVTvujfUlOx7Ivg939U7fJdupAOR5mVtXSKV8q0r4kr3TaH+1LcornvuiSl4iIxIUCRURE4kKBcuzujLqAONK+JK902h/tS3KK276oD0VEROJCZygiIhIXChQREYkLBcoxMLOpZrbCzKrNbEbU9RwNMxtoZi+b2TIzW2pm14fze5vZ82a2KvyzV9S1xsrMMs3sHTN7MpweYmZzwuPzUPjet6RnZgVm9rCZvWdmy81scqoeFzO7Ifz/a4mZPWhmOalyXMzsHjPbamZLmsxr8ThY4JfhPi0ys4nRVd6yVvbnf8P/zxaZ2aNmVtBk2U3h/qwws/OP5mcpUI5Sk5EoLwAqgMvDESZTRT3wb+5eAZwKXBvWPwN40d3LgRfD6VRxPbC8yfStwG3uPhzYSTAyaCr4BfCMu48CTiTYp5Q7LmZWAnwbqHT3MQTv3TsyImsqHJd7ganN5rV2HC4geHltOXAN8OsOqvFo3Mun9+d5YIy7jwNWEgz/QbPRcqcCd4S/82KiQDl6KT1qZPia/wXh970Ev7RK+OTomfcRvLE56ZlZKfA54K5w2oDPEIwACimyL2aWD/wdwQtTcfdD7r6LFD0uBC+e7RYOS5ELbCJFjou7v0bwstqmWjsO04A/hENnvA0UHHnzebJoaX/c/blwUEOAtwmGAoHWR8uNiQLl6MUyEmVKMLMyYAIwB+jr7pvCRZuBvhGVdbR+DnwXaAynC4FdTf6ypMrxGQLUAr8PL9/dZWbdScHj4u4bgJ8A6wiCZDcwn9Q8Lke0dhzS4ffB14G/ht+Pa38UKJ2UmfUA/gL8q7vvabosHJMm6e8nN7PPA1vdfX7UtcRBF2Ai8Gt3nwDsp9nlrRQ6Lr0I/qU7BBgAdOfTl1xSVqoch1iY2fcJLoM/EI/2FChHL5aRKJOamWURhMkD7v5IOHtLk0HK+gNbo6rvKJwOXGRmHxBcevwMQT9EQXipBVLn+NQANe4+J5x+mCBgUvG4nAuscfdadz8MPEJwrFLxuBzR2nFI2d8HZnYV8HngCv/4gcTj2h8FytGLZSTKpBX2MdwNLHf3nzVZ1HT0zCuBxzu6tqPl7je5e6m7lxEch5fc/QrgZYIRQCF19mUzsN7MRoazziEYYC7ljgvBpa5TzSw3/P/tyL6k3HFporXjMBv4Wni316nA7iaXxpKWmU0luFR8kbsfaLKotdFyY+Pu+hzlB7iQ4M6I94HvR13PUdY+heB0fRHByJYLw/0pJLh7ZRXwAtA76lqPcr/OAp4Mvw8N/xJUA38GsqOuL8Z9GA9UhcfmMaBXqh4X4IfAewRDcd8PZKfKcQEeJOj7OUxw5nh1a8eBYITYX4W/CxYT3NkW+T7EsD/VBH0lR34H/KbJ+t8P92cFcMHR/Cy9ekVEROJCl7xERCQuFCgiIhIXChQREYkLBYqIiMSFAkVEROJCgSISB2a2L/yzzMy+Gue2/6PZ9N/i2b5IvChQROKrDDiqQGny9HhrPhEo7n7aUdYk0iEUKCLxdQtwhpktDMcEyQzHnpgXjj3xTQAzO8vMXjez2QRPkWNmj5nZ/HAckWvCebcQvLV3oZk9EM47cjZkYdtLzGyxmX2lSduv2MdjqzwQPrEuklDt/ctIRI7ODODf3f3zAGEw7Hb3k80sG3jTzJ4L151IMCbFmnD66+6+w8y6AfPM7C/uPsPMrnP38S38rC8RPF1/IlAUbvNauGwCwZgWG4E3Cd6l9Ub8d1fkYzpDEUmszxK862khwTABhQTvRwKY2yRMAL5tZu8SjE8xsMl6rZkCPOjuDe6+BXgVOLlJ2zXu3kjwao2yuOyNSBt0hiKSWAb8i7s/+4mZZmcRvKK+6fS5wGR3P2BmrwA5x/Fz65p8b0B/16UD6AxFJL72Aj2bTD8L/FM4ZABmNiIcOKu5fGBnGCajCIZnPuLwke2beR34SthPU0ww4mPsb4YViTP9q0UkvhYBDeGlq3sJxmcpAxaEHeO1tDz07TPAt8xsOcFbXt9usuxOYJGZLfDg9fxHPApMBt4leIP0d919cxhIIh1ObxsWEZG40CUvERGJCwWKiIjEhQJFRETiQoEiIiJxoUAREZG4UKCIiEhcKFBERCQu/j/cnWTI+Sx6RAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lrs=[compute_lr(i, EPOCHS, 0.5*LR,LR) for i in range(EPOCHS)]\n",
    "plt.plot(lrs)\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Learning Rate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lcwUJ6iH1uTr"
   },
   "source": [
    "Let's initialize the network. Here we're finally computing the `kl_scaling` factor via `KL_PREF` and the batch size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LGaH2ZW73M1b",
    "outputId": "13c2ada4-79bf-42f7-f2f9-4355c0173fb0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Bayesian U-Net has 846787 parameters.\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.optimizers import RMSprop, Adam\n",
    "\n",
    "model=Bayes_DfpNet(expo=4,flipout=True,kl_scaling=KL_PREF*len(X_train)/BATCH_SIZE)\n",
    "optimizer = Adam(learning_rate=LR, beta_1=0.5,beta_2=0.9999)\n",
    "\n",
    "num_params = np.sum([np.prod(v.get_shape().as_list()) for v in model.trainable_variables])\n",
    "print('The Bayesian U-Net has {} parameters.'.format(num_params))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eF4UTqeB6Y4u"
   },
   "source": [
    "In general, flipout layers come with twice as many parameters as their conventional counterparts, since instead of a single point estimate one has to learn both mean and variance parameters for the Gaussian posterior of the weights. As we only have flipout layers for the decoder part here, the resulting model has 846787 parameters, compared to the 585667 of the conventional NN.\n",
    "\n",
    "## Training\n",
    "\n",
    "Now we are ready to run the training! Note that this might take a while (typically around 4 hours), as the flipout layers are significantly slower to train compared to regular layers.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "VEQuKBegcd1K",
    "outputId": "52d03473-3c95-4df6-9657-9d64c41348c8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/120, total loss: 4.265, KL loss: 4.118, MAE loss: 0.1464, MAE loss vali: 0.0872\n",
      "Epoch 1/120, total loss: 4.159, KL loss: 4.089, MAE loss: 0.0706, MAE loss vali: 0.0691\n",
      "Epoch 2/120, total loss: 4.115, KL loss: 4.054, MAE loss: 0.0610, MAE loss vali: 0.0589\n",
      "Epoch 20/120, total loss: 3.344, KL loss: 3.315, MAE loss: 0.0291, MAE loss vali: 0.0271\n",
      "Epoch 40/120, total loss: 2.495, KL loss: 2.471, MAE loss: 0.0245, MAE loss vali: 0.0242\n",
      "Epoch 60/120, total loss: 1.712, KL loss: 1.689, MAE loss: 0.0228, MAE loss vali: 0.0208\n",
      "Epoch 80/120, total loss: 1.190, KL loss: 1.169, MAE loss: 0.0212, MAE loss vali: 0.0200\n",
      "Epoch 100/120, total loss: 0.869, KL loss: 0.848, MAE loss: 0.0208, MAE loss vali: 0.0203\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.losses import mae\n",
    "import math\n",
    "\n",
    "kl_losses=[]\n",
    "mae_losses=[]\n",
    "total_losses=[]\n",
    "mae_losses_vali=[]\n",
    "\n",
    "for epoch in range(EPOCHS):\n",
    "    # compute learning rate - decay is implemented\n",
    "    currLr = compute_lr(epoch,EPOCHS,0.5*LR,LR)\n",
    "    if currLr < LR:\n",
    "            tf.keras.backend.set_value(optimizer.lr, currLr)\n",
    "\n",
    "    # iterate through training data \n",
    "    kl_sum = 0\n",
    "    mae_sum = 0\n",
    "    total_sum=0\n",
    "    for i, traindata in enumerate(dataset, 0):\n",
    "      # forward pass and loss computation\n",
    "        with tf.GradientTape() as tape:\n",
    "            inputs, targets = traindata\n",
    "            prediction = model(inputs, training=True)\n",
    "            loss_mae = tf.reduce_mean(mae(prediction, targets))\n",
    "            kl=sum(model.losses)\n",
    "            loss_value=kl+tf.cast(loss_mae, dtype='float32')\n",
    "        # backpropagate gradients and update parameters \n",
    "        gradients = tape.gradient(loss_value, model.trainable_variables)\n",
    "        optimizer.apply_gradients(zip(gradients, model.trainable_variables))\n",
    "   \n",
    "        # store losses per batch\n",
    "        kl_sum += kl\n",
    "        mae_sum += tf.reduce_mean(loss_mae)\n",
    "        total_sum+=tf.reduce_mean(loss_value)\n",
    "\n",
    "    # store losses per epoch\n",
    "    kl_losses+=[kl_sum/len(dataset)]\n",
    "    mae_losses+=[mae_sum/len(dataset)]\n",
    "    total_losses+=[total_sum/len(dataset)]\n",
    "\n",
    "    # validation\n",
    "    outputs = model.predict(X_val)\n",
    "    mae_losses_vali += [tf.reduce_mean(mae(y_val, outputs))]\n",
    "\n",
    "    if epoch<3 or epoch%20==0: \n",
    "        print('Epoch {}/{}, total loss: {:.3f}, KL loss: {:.3f}, MAE loss: {:.4f}, MAE loss vali: {:.4f}'.format(epoch, EPOCHS, total_losses[-1], kl_losses[-1], mae_losses[-1], mae_losses_vali[-1]))\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7aM5Ra2C7k1v"
   },
   "source": [
    "The BNN is trained! Let's look at the loss. Since the loss consists of two separate parts, it is helpful to monitor both parts (MAE and KL)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 233
    },
    "id": "3niTOL6CcrHo",
    "outputId": "24acd9cc-c0aa-4848-bd19-e0721eb4b998"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6285c60490>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs=plt.subplots(ncols=3,nrows=1,figsize=(20,4))\n",
    "\n",
    "axs[0].plot(kl_losses,color='red')\n",
    "axs[0].set_title('KL Loss (Train)')\n",
    "axs[1].plot(mae_losses,color='blue',label='train')\n",
    "axs[1].plot(mae_losses_vali,color='green',label='val')\n",
    "axs[1].set_title('MAE Loss'); axs[1].legend()\n",
    "\n",
    "axs[2].plot(total_losses,label='Total',color='black')\n",
    "axs[2].plot(kl_losses,label='KL',color='red')\n",
    "axs[2].plot(mae_losses,label='MAE',color='blue')\n",
    "axs[2].set_title('Total Train Loss'); axs[2].legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WBGaJng6psg-"
   },
   "source": [
    "This way, we can double-check if minimizing one part of the loss comes at the cost of increasing the other. For our case, we observe that both parts decrease smoothly. In particular, the MAE loss is not increasing for the validation set, indicating that we are not overfitting. \n",
    "\n",
    "It is good practice to double-check how many layers added KL-losses. We can inspect _model.losses_ for that. Since the decoder consists of 6 sequential blocks with flipout layers, we expect 6 entries in _model.losses_."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LusTjxWRdRjn",
    "outputId": "e4c401d3-c55f-49d2-b780-460bbdf47d0a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 6 entries in model.losses\n",
      "[<tf.Tensor: shape=(), dtype=float32, numpy=0.03536303>, <tf.Tensor: shape=(), dtype=float32, numpy=0.06506929>, <tf.Tensor: shape=(), dtype=float32, numpy=0.2647468>, <tf.Tensor: shape=(), dtype=float32, numpy=0.09337218>, <tf.Tensor: shape=(), dtype=float32, numpy=0.0795429>, <tf.Tensor: shape=(), dtype=float32, numpy=0.075103864>]\n"
     ]
    }
   ],
   "source": [
    "# there should be 6 entries in model.losses since we have 6 blocks with flipout layers in our model\n",
    "print('There are {} entries in model.losses'.format(len(model.losses)))\n",
    "print(model.losses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "auFzYkx0G_Q6"
   },
   "source": [
    "Now let's visualize how the BNN performs for unseen data from the validation set. Ideally, we would like to integrate out the parameters $\\theta$, i.e. marginalize in order to obtain a prediction. Since this is again hard to realize analytically, one usually approximates the integral via sampling from the posterior:\n",
    "\n",
    "$$\n",
    "  \\hat{y_{i}}=\\int f(x_{i};\\theta)q_{\\phi}(\\theta)d\\theta\\approx\\frac{1}{R}\\sum_{r=1}^{R}f(x_{i};\\theta_{r})$$\n",
    "\n",
    "where each $\\theta_{r}$ is drawn from $q_{\\phi}(\\theta)$. In practice, this just means performing $R$ forward passes for each input $x_{i}$ and computing the average. In the same spirit, one can obtain the standard deviation as a measure of uncertainty:\n",
    "$\\sigma_{i}^{2} = \\frac{1}{R-1}\\sum_{r=1}^{R}(f(x_{i};\\theta)-\\hat{y_{i}})^{2}$.\n",
    "\n",
    "Please note that both $\\hat{y_{i}}$ and $\\sigma_{i}^{2}$ still have shape $128\\times128\\times3$, i.e. the mean and variance computations are performed _per-pixel_ (but might be aggregated to a global measure afterwards)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "Z-gyY4LKG_Q7"
   },
   "outputs": [],
   "source": [
    "REPS=20\n",
    "preds=np.zeros(shape=(REPS,)+X_val.shape)\n",
    "for rep in range(REPS):\n",
    "    preds[rep,:,:,:,:]=model.predict(X_val)\n",
    "preds_mean=np.mean(preds,axis=0)\n",
    "preds_std=np.std(preds,axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mcSUWaiHcVkb"
   },
   "source": [
    "Before inspecting the mean and standard deviation computed in the previous cell, let's visualize one of the outputs of the BNN. In the following plot, the input is shown in the first row, while the second row illustrates the result of a single forward pass. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 321
    },
    "id": "WSEXdGc7G_Q8",
    "outputId": "f0f35cfa-c9d9-408c-8a12-8b2540fe8df0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "NUM=16\n",
    "# show a single prediction\n",
    "showSbs(y_val[NUM],preds[0][NUM], top=\"Inputs\", bottom=\"Single forward pass\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_b9HoUskeU1B"
   },
   "source": [
    "If you compare this image to one of the outputs from {doc}`supervised-airfoils`, you'll see that it doesn't look to different on first sight. This is a good sign, it seems the network learned to produce the content of the pressure and velocity fields.\n",
    "\n",
    "More importantly, though, we can now visualize the uncertainty over predictions more clearly by inspecting several samples from the posterior distribution  as well as the standard deviation for a given input. Below is code for a function that visualizes precisely that (uncertainty is shown with a different colormap in order to illustrate the differences to previous non-bayesian notebook)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 132
    },
    "id": "gAcKTBCGmohC",
    "outputId": "9fe549dd-c74e-49fa-9c3f-3c1a260bdb00"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zpVnOK4lp8vXAzzpjSdWPO0mMou/BHDu/cGbc+b0NIiK/Cvh/MSdFXw9EVf3sR1uqWWaZZZZZZplllllmmWWWRy/zfGmWWR6NvJGXSr0S+c2YQ6YfxdZ+nne92yyzzDLLLLPMMssss8wyyxtd5vnSLLM8ApkZN7PMMssss8wyyyyzzDLLLLPMMsssr1GZGTezzDLLLLPMMssss8wyyyyzzDLLLK9RmYGbWWaZZZZZZplllllmmWWWWWaZZZbXqNRnXdx82ReM11HF8aHG8top5yfpTqzMOivdljin3v8+IqdBVJPzo3jFbxE/JyfjlvHCyXh+Xcpzxc9xnifTnchvy7FMr0/TT9JWv/NrtyS4OPmrn/QH9allx37dcWPTcKXuOeqrXKx1FJZBudcFrtSRm23Ftabn1qZiv44cdoFFUFoVAtYEehUaUVZR2KuUe10K+8BeFVn1QhOg1+H19gqVwCYKO5Vy1Fuao17YCcomCk1QOhUC1jgjQi12bhmUVW9pPfSyl/cBqMXKu0j57gQr604Yp6lkaNK1QKfQiKXZrZTj3sJVTiNUovkzqgQ6FRYhsomBnSqy6i1c98KyUtr0XJ4miH2GTVDWfWC3iqyjsFNZHosQcxpVeyqR4fdTO2vutTVNiHz6t/2JS2s7P/yLf5t+5O4VnthZ8fJqh8eWGw7bhkrsja36ir265+Z6wZM7K5473uXNu8c8d7zLUztrXlotOWhajrqaOiiCsuorDpqWl9dLnt5Z8ZHjHZ7dXfHh413evLPixfWSx5qWw86ez+9z0FjbfWq55iPHO7x1d8UHj3Z4dnfN86sl1xctd7uKZbCX3KqwV/XcbmueXLY8v1rw7K7d7807a15cL7i+sPvsVD1RhV6FvbrnbltzfbHhhfWCZ3bXfPR4yTO7a15aL7i+2HC3bdipehQhKixD5KivuNq03NoseGpnxQurHZ7eWfHyesljiw2HXcNu1dGnOmxCzO/i9mbB9Z01N1ZLru+subNecGXRsuoqlqlsAE0V2fQVu3XLcddwZbHhcNNwZbnhaNOwt2jZ9BVNiDlNFSJdH1g2Hfu7G166s8/j+8e87T1/6VL7nA/9iv9ed3Zajo4W3DraRcTqxb9rkdSHhEgbA4uqZ9NXLKqerg9UQemjDH09EMTOVUFPpPHn9jQ+tvnvbWnK+1RB8zsLYr89rEKkjyGH5fVXKv49T8PpvapUl9N7leVqqkjbj0N7D0Ma73M8LJ9bVQgh5nJsk2vXVqxXFV1XXWrb+Ts/48v1xXWNCKx6WAY46oU2ddLHPexWcHMDTyzho8fwph14fmXHN9awX8O6hyqNuese9mq42ypXG+HmRnliKby8Vh5fCHdaZb8WVr2NAQCt2n3utcq1xdlpmnSfXmGngsMOHlvAjfWQ5omlcGsD1xZw1MHilDQ31/DkDry0svDmBq41dn2nsvhg6Y97uNpYnCeXyktr4ekd5eW18PjCxuTdIk2Txs+rjXJrIzyxtLhPLSM3NoHHFsphZ+Nqr6Yb1AE2EfYr5W4nPN5EbraB64vInTZwtYkc9YHdEInY2FinNrZTRR5rOm61NW0UPv8//OFL7XP+0id+hQrw8fsrnlstOah7jnt70UGUTQwc1D03NhVPLTs+ump4Zqflo6uGp5cdNzYVB42N35Uogukqe3XkdltxfdHx/KrmmZ2Oj65q3rTT8dK65lrTc9QHmvTtuO5wpws8seh4fj3c503Llpc3NVfryHHSkcD0jp2g3O0C1xcdL64t/+eL+zy+6LnXBZZJl+jVdIbDLnC16bmxqXlyaWmfWNh7v9aM02jSp4574aAZnuuldc31SZqdpCPBoLft1z13u4rHG3uP1xc9t9uKg6bnqDO9x8e4Kr3z/brnbtIpb7cVjy86brc1B3XPva5it4p0qW9yfXSnigTsGddR+Jzv/spLazvf/DO/THsVDpJ+vFfF3G6ApONGbrX2vC+sa55edrywrrne9NxqA1dqe6e1DPqH1+djTc/Lm4qnlj0vriuuL+wbOqjjqN20KuyGyL0+cK2O3GgDTy4iL20C15vIrZTmOFoaxXTPMs2t9G3e2Fh4uw3s14M+bm0AFqkvuFIrt9vA9UVZn0PZlkGJ2BjaBKub/Spytwu5Pq811iYO6n5IM2k3e3Xk3jRNW7Ff96z6wLIq09hYvVtZGfbrnsMi/72kL7t+LKK5rTQhcrVps452mfrxZ37il6vuNqiAKBDTIBVBYkSbCml74m5DOG7pryyp7q0tPNzQ7zaETYdWwdKrokGQNqLLirDqiDs14bi1PFZdzlPrMHTsAaRXtA52ramQTYcuagtTGkIYT/rTBEi6OE7b9mgISIymQMVicu9KRNdDXUHbQVNbWFXQ94wUMED6aM/Y9WhdIWXcECyvalI2v08f7Zrfr0tpvGyeJk4AiHReVRERTnNDI/5OmsbyWDTE/V3+4feev785E7g5S04DbU7IaaDN9JnPkd+DADVnpR2BM34+DPHy9Vic1wTeeOWWcYt4Q756AlzRqNsBlsuQM0CbhyGf+vQN/t2L13liuUZZjECbSpSdyjq+vToiohzUPQE4aCKVKPt1JAhURb31qjbQiuWxV1l4pbK4nmdVPGKD1V1dKRHhShVz2KkpjDYRLjpxbIBqRJOSq7TRBp42DucF8CYt2CDoilclNvhuC7s4VIP3g30Cjg77MApXvUVsGSaUbUrTpYH+qJuGkvOcShsVRTjqA1EhakWv0MUKhTxZUXwwMyDog4e7PL5oeWJ3de428ErkuG2oRFnUPQB3N40pUlqn8gd6DfQq3NosAXJ4e9OgwGFX06vQ+buLgbttQ6vCnbahjSGFdrzuA3doWEehioIidFGI1Kz6wK3NgnUUbmwWtCrcahs2UbjT2fVNaji9Cm20d3tzU3PUB25sFilsOOoDoW1Y9SErab3CKgZWfQAWHHYVL60tvLFecKetURWO+8AqhqwIL4Ip+70Kd9qaIEvutDW1LLnb2bta9RXrPuQ26spJr4GjriKslcOuzmFMaRZ9hSZIsuki6xhoY+BeWxMVbm8W6b0viCocdjV7dU8bQwbYogqrrualwz3e/szLhOryfam1XcXNl3d521tuEoKyWHZs1nUCXwJ9NDCi6yv2qg1dX7FsOmIMOSzBShdJ4M2y6eijcKXu6ZMyGRUW9QmbBgCqQl31qAq7TYuq5WHn7T6udPtvD/sYWNTdOKz6DOL4O/Znq6uerq+oq55NV7OoO7q+GoEw0RVOMcXYALYqASokIEmpgpoiOAFhSHFUlRAiIRr4UimEYIOggzH+3iSBPV1f0dQ92tY0dU/bVdRVJEYhhPE79zJu1hXX37Ghv3u5becH7jYI8NTSvykDcGAA/o97AzFubeBKbWDNbjpeVnY9YP2nD/2HHTRBuL1RdioDU3YqA2QWQbjXKlUQ1qnxBLFzdbA4O5Xw0krZrYdjv75J/XQlBg4tg3BjrezVdp/9Wri5sTLebQ102aRxR7DyLoKVf7+Bl9cW3tzYc97rbNK06slj7nECjO60lu/tVtiv4eZGUpo0zvXDfda9nTvshGWKs1PB3c4mTse9ARw+7kRMl41q4yXAcbS+ctULnaYwwhohIoDkMTkSWPULnt1dZ1D0MuWJRUcQeN/hDrUoL6zrPKa7AehO11CL8oGjBU1Q3ne0oBHlg8cNlcC9VcjGKZdbbUAE7h5ZnB89bGgCvO+woRa429VZh/D2dqOFRuC9hwuWQfnhewsWQfnRwwW1KLfbOvcDkEDpZBS62S6oxNKU4c00Ho8B5opKlBc3FYug3Ly3YCco7z2057vV1macKlTgmCbhN9vAMj3HMsAHjiy821maO65nJwnA7c7ez2Fn7+TDK2sP99IYercblF0Hie919h0f+fccF+m7FjoVjnvJoB8YeOrg2bLSbIy5LDmoOz5yvORqbWXqtcrfAJguqRroVLjdmo52c1PRRWsbmyjcbiW1NXthNn4LrcLLm4p1FF5cW/jSJtBGSeO/FPqncCx2bRMD6154QUMqkx2vo90/pIqJCodi5fU0XUrTpjSraHm6Lu76ZK/CUW9GylYrNlHoUxlXUVJ/O9zHDZurvmIdodWaVW/hJsI62vd2VMyn/T7rKJa/CqteULW+pFd7v6uir3Zdt1PhqDfj2GEfECyMKtmQ6mlc/29UOOorri9ari02l9pubnzy41x97zHrJxfsv/cOueIryaCCNhXSK3G3QfpIv7eAqPR7jUXfaSyef2iqxEWFRKW7skB6pTtYWnhlgUSFRbWFdZGkqUBA6oCKIEEMNKlC/iBFMbCpN3ApA0RgAJEqcachrForf5c+BhFk01mcuyvi/pLqRkvv4cGScPcI3V0gq9YAFxF006I7S+TeEbq/g7x8h/j4AeGl28Rr+4Tbh+jeDrLaoMnaIm2HLhfI4TG6v4vcvIPuX7Hw6j5y5xDdXSKrjQE6AG2H7izg7iFcO4CXb8KT19HnX4SnnoCXbiLXDtC795DFAo0RbVtkdxe9exfe9BS6uyDcuvdA7eD8wM02zXSLjAGYVw/anAbWPKhP5XIw2ArilCDNKeDNUMaToEyZ96nsnouS87BtzpHuMuU/3bzGJ1y7y4eO9jiou9yZugIQk8KwioGdEDmMFbtNx91Nw0HdZyZJp4IwWJV2EiPloDamzeNNz+0ucC2h6DuVZuAETPFuRBOKnlD7OnK7M4T/sAuZReOTqC4xezbJ6nGvD1wpwqN0nzYyGZhMcXd2zl7B8Fkn5k2rhtrnKklldJaOM4cc4V8GTQPgSUt2EzS/pynTpotCPRpkDLDxeigZNs5kciXO7qF5YKpF+Zirdwmi7O9c7sB0Z73gTVcO+cDtq8YwSWXyT0qDUkmkCfZMXl5v2VL8uTQhJotPzFaVdXpvbQzGFoHRO67Te3EW1bJgTZXvuCrekyu4zpLaq+wd7yWL4E6qj0WI+VOssefYqawM+7U980HTE4GDukdE2UvApj2YTWyv1D0CXGs6AB5ftABcrTurq7rL9/FvyO6tHDRmXbzWtIgoV5uWINCEbhTf3oWlubbYEAQeX24Iojy22FAF5eqiJYiyrDsCmpkkTdVz9cqKehEJzeUDN03d87brt3jx+QMAYhQ2XWXtX5SuDzR1z6YzEGHV1hzsrjlc1ezvbFi1NTtNx6arMnjQ9hWLuuO4bdhftBxtFhzsrDnaLLiy3HDcNuzUHW1fjQCVpupZdTX7i5Z7m4aDnTV3V56mSiCQsVtymqCsuoq95YZNV7O7aLm3svBobUCHpUnfNeRzdRXZdDXLps+hA1PrtqauBkAlhEjbVSwbA4IWTUfbB3YWLXHdsGg6Nglg8XE2BKXtKnaWLcerBTvLlhgDuzstx6uGnWXLZlPTND2aJtyhinRdxWLZsV7B7q6BV3v7G1ZHDTt7LZt1RdPEbBgJlRJ7od7pWVyNgCCv2Lx0PnlyqeyGyA/fq3hsMQAcm2gge6cktoHF3/QGuBxu1ECJNhnqfMKuQ7/rY8SdNlKLcGcTaYJwJ0YqEXqNTCfgfYQ6CLfXkTpYGg8rEcwEMfRwNuFVA1U2yrIS7rWRRRDu+rGODRpVKu+iEg5XBgq9uFL2KuFGZ0DQUTewgUTIoMwigTd79QDiHHUGYG3ikLcU92mCvctlNfSrvQ6s0HpStpjuR7DxZxlsTN+pLK8gmlgDVgc+xjVB+dj9o1fNTjuvfPi44c07Hce98MQiIgpLvC0MY1Mt9sE2okSxZ4jJCARmtCnrtE/vQVO99WLfe0jzs2Cv5oSNMxZhOSZS/C7fi49fHvrf9LzrA54mCNTYuLwIiojpI5WQjWcx/c4MRFFCcP3HmMlgOl0VGbGlXcdx5nOTxt3ROKwDYOfvJDJM9vfS2H0lpdmvLK9diWm8Hr69RizOW/dWmZV6mXJj0/Cx+8f85zt7HNRWa00wYDIb9DGwwfueXu25KpVsvGsLA2LWV6IgQfO3WPZnTTAmobc1BaJIimOhA8N1Kk9Q68fKforgZbI4HjYq+fwUuJPEFi4bZDmtDFi7z8dFWxdxdpRSS+o/xHX2FKZ8K4FKNevZjSgxOEsx6Y6qQ9+GtedGLI1gunSQSBMiB+l8E6xtOdumSgykWmjJKPkAACAASURBVJQ37x8RUPaWl9tuHv+Pd0CExe1A3Gky4KJVyPPUvgmEXul2K6p1pNtL4W6gWiuxEUsjhj5JVPpFoFpFur1Ac6+nPaho7vZ0+xX1UaTfEcLG2DkAoVP6pVAf9rQHNYvbHZtrFrZXU9rdimoTLY1qZuhUq57140uauy3rZ6+wuNOyeuYKzb2OzcGCatWjtQ0cEhU9WFKtOto3XaU62rB59jGqw5b2mccIRy3dU1eNRbQ0QApV2F8ibU//1DVk09E/c93CNz9u55+8aqyfxd7AlGFpgNaOXYtPW9z41GN2/PhVYzUtmoFts7OwAfv6NWMAPf0EcrxGn34SWW/QJx6DdYscXIHezAwZzHr8Mbh3BLfuGKPnAeQVqUTnZttsk1cB2pwJ1sQSptfhOH2807QZbHRgrxwFw5bzoWDdQNayzmTdlM/1asCcBwVcXgOeiz52/4g77YKD2iaCmxjGE+MCQFilpTpHfcUiGGXUlrgkVogPYBga3qtZWbSwrNztAq0KsZesQIPV2Vrs3GEX2ESz4GyipdnEYdApLQob8QEo0Crcw+J62KuMqtVBbx+02lRet4xu4jCg2VIpye+hUyFiigPEZGE04EbVgKQ6pQloXvKhKY1gFo4gcWDoRJt6D1RQu/+yMiuoYBaWWiLrPhCqSFtYKB3E6VWoqp4XD/fYb1ravuItF9tURvLYcs3d1ZKn94453DTUVaSLAmLAU4wxK7BBDLipxCY0bjkJaUB1ydZCyGyDgCktNghPgNAEcg3px2WMhVIyVU78HElJkSLUoiwUJQxy/u/blW455bgE6/xZPJ53U16vdYh0CbhytkyvA2umBPw87rI2YGNR9bTRwl6FRQLZHPCoMHbGZlOzWPZUzaugSz7Au7lza4erV4wVJkGpN8Y48SVKMbFT1m1Fk8K6MiCjCrbsB4wB44y1rjcL86arqENk3dZUEg0UwsAdGOpWFQNyUFYpbplGxPKMKhCHztpAJmWdLOPHmyaHAOs2sc76cRoRzeVfbepR6Gn6YnyMfRil2bQ1TRXTfY255CyjIZF9K21rrJ62rVNojJ2uq4w5U6RRFaoqGhBT93RdoGk6ui5Q1XY+VDoam1UTeNMGNFndwvIBx78HlHudcI+KZ3ZtskMwRkclNraHNGmq1MCH3dr69d1a2PTKTi20UVmIM3SsvL0auNFGZTcE2qjs1xbu1YEuKk2QYTlrmgwtapso7TeBda/sN5ZmWVmasr8IIkS1fBQDNixMSyoTWlNv0QmMFaF53KrShLeSNLZNXrumc5rS+jvqi36vBAs8vQNGvkTHDSTOaijmHGmiZv1HkDRRwsCBWuzPQaQMZGTwxsaDl9dL9pOx6LLliYVNNQ/qYbnOuvwGsLKukzHpqA80wQw6zsINwKYYe318Ok7v97CzsfgwGQo2UUZs36jD2LNK9Xjcii1ta013OHa9Q0+WrU/A2Sb6EjpjRW2igXTbDFQOxjlz6ygBLxtsfFnHMXAm6X8tsO5sCc1hLzT5+aDtT7aDVgO1mCHM3t+YvewGN9eHRIby+jJ7i+NMaM3t1erLJu2dWnu8sV7QhMhRV11I+zhNlkG5sVnw5LInqulrpThjycvbiAMzA7jVpddbMqu7pJtsUn6rxB7xcN0z0Y0MFIxq4KtyMlx5miJhn871Kc5xb+U67hNbrh/i5TTibVVSvpKZdSXDblje70vtrC36c0XIurG/tw7X8XTII+nArtd2SSfvVCf3sT5UGeYOfk0nuiHYuEbSMf3qvc2CnapDLteuyb2Pu8LuSxu6nYr6Xkvo4lDYKKiYkQU1cAWFkFC+sNHEenGdUXOdhlYhQLVRtBaqtYWhVWItSE8GbQC0AukhLgKhVfqlhX4cm2Cgy8j1hwE4sRZCr8RlRWjjkGaR0hTWAg1YmiYgfSQuagOAlmkpVh3sHTg67MpEF4390/aZtQNY6OchW1tkpITEcdx1B0GQTTteKlXcT9q0/OxoBVVlYV0hx2sb2NebIvuI1DV699jiTpZ5nUcu1JZ1LrbNtvhnADZb08aTH9Op16dxJ0DOqQDOlH2zDbw5RYY0elL7Oa+cE3x5LbJtAF5c7fDUzoo2TUz20gRW1eiI7qvDWTg+iLYptPOaO/nS4hlC+n4wJbASB0PICLxLablyhc//3DJUWrDAkldD30EylpkyypAeLeJR5mllqMVQ7UpM8XTlUrDlWG5BsPyUZbA8dkOyCohZBaq0RGyw4Nn5WhQJblmIg4UhaLaKefzBggWSqMBuUZBkvWxy2ZOVMFssIrt1x96ipY/nbJivUF5e7fCm/SPurRcZhPDQRqF0/2jljk51PoXa7O0HUjejgqoQHcBROTFIu3LhAFDMcSQDWtZ+x4O9pR1fU4ZwDPIkRSOzNNxyZiCeMSru/826Al9S4O28jvI3q9UwIQoJYKkT+6cJMYFg/QAGSQEMiVKlOLtNRxUidWVMnIUYy8ZBG8nfTmo/ez3ruxVX7vs0r05CFdlbdrRtRZ/AjRitfymX4pzmV6U8X75LSz8GkKdxpuPJuco7KUP2ySPDUqapn5uplP5qAuRlTmM/OuPuf5zGljv5MjHSfaeMBUl9VOkXJyZgRpOFt3wGT+NAjEYMxNHk40aUUCkS7boEhWS5l+BlhHisSHO5Y9ciKI3Y0p/S70Fp6fZlDK3aeNBGpcfO96qFwj+kHyaI1rN4vF6Vroi3TceJQBc1h5CWuU70j5NAroUdZRwPJcft/Xxut9Z+OtU0tkouBySgO907M4OKsLz/FNQeJkjpeVMZpvas8XON83SDhZfFARuPVwcH8QemyLalwhctd7vAXuXfrY3r/lDOphUxVkNT+Lir0vht3yE4TGBj0ljvCGksl9F7Hp5vm2onW8JpG5kaJIZ2Mk476jtOCV1ioRM9qDizwn5rDgUfs+xaLZqNWM7KqHJ8K1QQ19msj7O2MX5/bugpGb22jL+/dNvnOgoHdZ+Xr9l3YmXtKebiqcTejtwvj1edtwEH7zyuhw6ylefLandgpIsG7nro4Ff2ybilrZhuZmlIoYTxfaZNQXF2UOqHrNsf9RVVbp9jpvno/tjUrpzzhuLJvL2YHqW5PSCDP6wpix00t5Nq1D6G0L/H3G7EmFuCUleTiewlyN5za8LGQIdY21IkrYFK0JD+BAM6FPq9gKgBKxINcJlWjIogqkSxuLFOYROGuCeqYegBRBPYotCnyvNVJ1pMqhwcUf8QU5jn+w6C+ITPf2sBrKTfCmRHSB6vyCOPa8nXTegi6r51giB9HDUejSlfkcHPTrJMiIil9blHCRD1cbidyDA/cWd3uUNzOpTVnXbDCK1Hxw88Pz8fcHPOZVLb4p+2RGobaHMmw2YLWHNenzdjnzaldqBbAZxzgzcPwro5UXhO9moXIdvu/5BBG4And9a0MeQJtS/30TTI9lGMSqvBBqxyGRVDx9yrT2rdT4Mj5EZtrMTCWga/M2UHrpmlkgb64qVL6pAG9kWaaBTP4UoinP0aT6v2qTLqyu72MmihCFsDGYdDPlE1K28+SBkcdjLNMGil5TzpXQZ1p8eS89rWR/tkTB8C/fygMWe3u03HcVorb89QKDDFxzMtTwlgnMfHwQmqeZGd032BDMaMz4/zt3YrORyXwY+HOvHr1qYHls+gtJ3dnTiwVCqjZd453iSds2gGK7nlMvhBGfLLk/k0kZ46y62y1TzaZMPBGwf9mp7YC81uz2VLXUdjgNTRrE5A3wX6GOj6oS5jssT2CazoY0C93egYnCmd+KIDoHdamD+eSdyILVWKUbcCR6GoSe+H+hhyCFMa+Ti9lzHqyXBbWnc0bHFCAraSDyW1aaSOQJihbcUU17K2tJLbdZEm1UHsyflnvSqxC+262KTUBoTs3K8SA3wekEX8iuQwO7Z3gwLZYBCTnhYZvl9VG598EuLgSqFz0icF0/0H+fKZLmpiQJ50YlhOYHQS5u866ywGGofipC8pABsB4CSABOVYlNqcjsEcB3KyXpT6NZTB6i8n1RifzJ0G3nip3Nl+MsImXWC4XzmBC9iYVRXj2VQkgd1uHFEdL0m+LPFlLjGNtyOmZgpLHeI0KecuDt5oOm/jsrefYezpisFr2yQ96DDRL8/7W/FJe5l2+udss7L4yvhazRC6MY5c7vQOHBAvn1MnNtb03GBAV1nvnQ5sGW9/Vfpeq/xEQz4VvsTZQAhP40vDt9VHE2Iub3XJbWcnMZxtGffY+OM6YSkjn6g66BUlyFwMPVlv9uNOx3HZElfjEOZzRd5l9+NDncf1tMRxHwhjwLa8v09dy/v7dddpB/DVEmWWEWPdzRZZ+I1SX1je079PLdqgj7fT9jMBjEZ90WlAkgwO9y9T1o8vWN5Y0+3WNO0GFTBmiqAJYNCEZmuyNscEkESnLyYpVVNjEVmowcZiDQUgsk1y+xrGkHzJcYtibMu+7/wV5ft7RjIgez4wpMakyJB/TGCTWKuUXg2QSoOSpHHWPpr0XOJpUsNy1M/F2cLBymG+etK7LeI5yJU/yDKEs0NVY9jEAuzpe9jdGVPTziEPzLg5905SvHLQ5izA5lSfN6ecl7D9mjgyACcAnBEQA/jSqbPAm4uQc7FnHgEI80plJzmYNZaJvWBn2kgw9kIg0uVJ5ADg9DgIYx38MMk0hdc6UnsXTr0eOlcLY/E9lRTc8vjEpLYYIKfXpmm2WdcHxVkziFRWmaH2OsQFkDE7pgn2PhrGLB1/l55PlUxyHjpzopbBKlCWvWJYSlSJIklRGdgW43LUaeJeFYyKqePWi5Y2BpZ1n5Sr8eCpBRh12k40A0NrCAdl0Zg2nUKNFAqxTNIOg1FnrzaNCd5mB4tfLEbCcpJSWgVd+bR1/uPJFAzWYVdofOIDZnGvHdBxgIBh8l0uCzvLr4MUdesAqN1LcxpnVZQsm2z5TObeIEqoeqqg1BIzUBNSPqFKAE46rmqlapRuffn9VqiU0Ct9NzgZNtDGHBM7AOLLoByo6dOfFu3A4uW3N5wrJmjbwqn0GQAKo/qRSedRgiR5Yj5oRvZ8Rf59AbDZtQGQ8mcsQ7unTp5vXIapfeasHZ8GtvD56lWKNgbWPqa/p6wbK9S5sn/V0sWTE9g2DmHUkgFjado02+odHIvlxNQnGmYsWPX2XJv03tZbHmwb8ybrI8UsZDA+lCwUKUAXSeeGd172N8OyzcFPw7AUxn5UkMdgfx4b2yRPnnzC7sbFcmI2BW1KZ7UeL83zTgWn85ifnsvVrxJ4FsiMhZI1e1q7vWhxv3HkZx2MQ0HIS84qho0TQvqd5lwWl3FTzyqyjieg5aS4fEKlNHKNQUcHa0owsqwrj+NL30qmWV4mKOP7lnG6NFn3b6hkUOT34JM2NNc7DECVpN/e4AzMk3w/L+vo3Z9RxWawG+5fSp4vpnrw8dTbUrmD52WJ++4bwIPyWgqL31O2TFm/0zot2SwKyafNyffo6TJQjPVh3l/kZZBbyu96cnR9OYzLUskA9kzvO+g32+vWy1MCOHnHSjnZfkq8ZqqTT0en8npp2Bz066FUuX1I0a8wtJHM+vM8CqPhZYkDIeIdY5UAmyDEOoE2IYE0WCgRYk1i3MiwhGk06U27S0U1Rgwp7Ifz5ctTIecTeiVWFuY8xMG9yfvwW3oYE9MndVxSLMvLdrBoFSTR7ht6yz90qRzpA5eEdivYcrAAKiEPbloFI+lU1jfk5wKIOrCEcDZOsPelYgBOjBnYyeId93mXOsVo79qRawkPDNrABS+VsoJteYD0ld0P9DkNsDnBxHkAZe400Ga8NMpHmIGKvNXHzRnMmhPATj7W0chxkTtLncjnNcK2AX9s8z/Sa7kTilvFSMipheYuLuR09vFKtgKWFglH4oPYxDozZQrlomyGMVkLBRlAXMZKAwztzy0/5bXIyeMct3jubJml2F68GFRfjWxjVJRAi7NqJLFpcpwibYpSKLwOAAz5+L18su/x4CEqxGli7eXzASCHk0l2l77h0toHXs/Db5+ogztw3pJGh/r1tfOdszTU6tat1SeUSQbgx9p6hpoyGAMMSw7SNRiou25RywCk18lkIq3F85dfeWkhOk0cTPX3uY3BUS5PGC+BGZg4vjTKWTYlaCMCUkekUsLlugwAoEt+r8plUgNwY8DJlE3j54BROyutmrBFAYEc77QudsySG2/nfXIyMY7rZ6FQTKffng71Mij44zSlTIcH/zaGbdM9j6K+Uzv0eH0KB79R47JmW4doXkI1gDs6Klce751u4b47gqJ9Ad5cskyXEpTOiPvooRYT1cSkScudvM/XdBzRYixRej/W4VuOWxS9cqKTQx1CsD6n9/4ASW0AeoY+35YNmxPPqFAFb++Wh/jkJ/VhxsSRzEiISm6g4uOq+CRec37ZcOr5Mg5LS7sy7qP86bcZULZ9T9kAksd5LcawIp88AR9/U5clnc03Rs6VR2OyDAxYvxYT6DRSdyn0j6I/cl2oHJvs+CQAA+NrvuTGwZUSTPM0fq4Ed0rAhgRalvZTbzukb6PTASwo7w/j+1ja0i3uwKAoM89gVqGPDSnMj4udH7drGMo51QO9SZ81sfY4D0NljiSnuToGM113zO/Yz036dwePSwZV7r/ioDP3Rd1k5l0xJ4oM9eVpKsbtKzL+fst+qWJoC52SfDGmeKkuxyOExR2121OA33ydcV8yPZ8Ze9tf9ci45rK1jynG5vwNF3qOh0M/53rOYJi+bEZ6WCe2hr+PxLSJ9cC20ZoE5lD8CUj6LZIqQ4rBJvmTwf3KTEJkjMJJundI7TWFnm9SsYdty10mS5l0UDBTgyquJ0qrM3edxePLwbTy95AzG3eq4mCPDOibj4WGtOX3KK7cnybl5NCPHXwZrFinh6oQo4E/kNLF4iN5sHZzIcDNfdk2U3kFoM32ezx4Dyui92XgaF6vfx+wphhk7itnmZbOklczipyW9iGMTFeXG9oY2Ph2sxpOKFJ1UNyvlH9B5ZIdSB2njpWfbRLTxFgn54C8/Kmsr7NWtk2BmPuJ5zN824OSBdsHpDJtGXcq97v9/ZTT8zS5bcuNXBwEcEell824aULMk8OyPCULppRtTIesbCS2zVAPQ/o+sWvaODBvXIksJ/e21tu2lWzS7hSNGA3bFZxSSgtlryRgiLxrl4YxeNlDQfWWrMhEH7ggV2LErLn+fDCwzaYKzfCshS8fn/wwAEODNfzkevJyeQLpfcp9qMCayh1DmmxVENuHoAkDO1c6Dm8tqKo4LB3ayAjciJTMG0vXJ43AwZrpkrUR8LdFSseS428p9Wl+JEpX+JIp+4LtwA0DiwLN7J2x7xk71xfnJZuqUh7pYMrSwSeGUzCmYNZJObnQYdnYeQHcsf+b1Aen85yxRbwIxB5Cs33sv0hpBF5IW2aD1XsbbYLTqYE2EVj37shU82QX/LrT8IcQhuVJffp2e415edSJZVIpTkekJtARaaSi1Z5GKnqNVISc1pkdXhV1Qrr83gMr2K6b4dCU26Hta57kmx8unzR6G5UMMHszz1bfSfvWQrf3b8dBFLj/WHaaBJz9M9YBBv8+Q7sXTo5nlymPNz2dwo1NzUE9LMPxfjVP6PKz6ImJ5Ah48HMpdCbmlFEBY/2iBCp8Ap7baDzJtpkCPR5HJqHfL/vgKcY2wgDyjPybFIwKGMoz6noKY0X0WR6MJofKWDcsHdDGMr+CYZbfpbheJqO4g/+U1LZxZrQns2X8l22gWqYNAe4nJaBXjvH++6w6PQFeqRuetummyV9fakB91BOrQUrJ58Lgzy8mylRZzlIvHoH25TN6WX15DQOeMDXaymQMzIYCpcD/zWi6rQad1bXNuHURO9H1kxUiFy1Hb27Y/0gCL+oCeElgjFYDoKIJXIEE2MAWy4DlKwy/VYb3OT2ftUrv69NyKlteBbFKaWsIfbpvWX8TNnO2D2Um0TCmDcutUpiJKcbsiV42Z+apDv5xvLElEEt8CVmi2OVuIo9NklFI92UzApVgQJL78hxjPCOQnT9vk9GYL8GVIR7UsvnKgZttytR52DZngTbnAGymE8cHVuoKbXkbiJMBnAn7JtOotgE5qbO79K3Ay7Lfj23zCEEbgJePd3hsuWZvYT5LFlU/sW4PxVGkUHbLTTGH+h4YF0VHzzAZKwcvdyIKJ9H/PnVWtlxmWAqzrel6Rze1yA5MifQMTL5ljzdZc5sVKgZae7ZYlx3IKeUZGCj+7jzueBArv5HTwKltXYtbEPyZvMxga77daeplylFX83i9Zp12dZhOqg3gHhxcG9NGshXOw3Lp0XTNva+Xb6PVQxutQ/UJuKY4tquFDRCtAtG20iRYqDL4ECjbs//u1AYdY21aPl3+BkrFolBIcUVMcgzPLyudDIp0KQ6+eDs5DdSbMj9OU1jCJP15lVln3NjWztBcUdp7l0+fuPPyDkFs9ydn2fQx2FKo5C+mBGa6OO5bXOmyOhjiQakEn+3jZuoQ1cE5SeankIDoYfndMNMYumYDupsQEyss7e4mriCPJ6eq5C3Yg2h2aJwBmaJ9lYq4pynj+o4ZFyUSlDFbazh/lqgaaPMwWDf3OuHxBdzamP7UJotwqwbK+DEMy6Z6NUXRdyjpdQzY2GSmBFGMeRML1CRuUV48fpd62lb7lH8chUENDBqWRQmdXyu0cY3jfiO/9pDAI5UBaI5QVQ42DYubS/DGzjDkz5B3xfZxpYiew/IrESn14GJZcAE05+syBoPcOu4+eVyaEE81hlykfHRVs1NpsaWz3dT9b3oRXDeZSmmUHfp+739MtrGIc/pzlHEaZ8qGgZMsne6M+/aTNCX7YxpOx8YSwHHmtOAM6gEkPuuzL0EHYQCrRiznIm6p8noaOAmq2XWhDv1WI9FFylFfsVf1HPc1MBimXG9xPcHbxTamjYdxy3uXFFdk2Mp7YN6Mxw5wgCj5UUp9XhVSnzCZfENq2ymuGagGH14O6IDr46lOvd5Smyj7g/L7KHcw2yZbdddTqmt6enBlYDL0J5riT/TfST4e15eU56VU4i4FLldDPvjQGmkj/XIBEeLSmDaxNqaNL5dyRgokAKRs+KUUHZQK+BrOWKb10Pv7Asgp48R6ErqS6n2430PtPhIxA1/ascqWXpGXREku1+RaSH5mwlDugiCMBLGVLTqAL3l3q1MmQ5LYM6KQPzwSCFN8iKLlcfFbdXB47Kwap7b1PfjyKF8WlS0nfRp0Ox5EHgi4OS9IMgAxp6c7DbQZ+brJcc4Ga87LMpougSqtig66DMDMFvAGGC2DYgAERvJK2TUuD5r2vPEf4rKpt1y7y62jXVZdbdsC96GwRJWOWIcyhcnEJDMvtk2G8oBjg7Vbo0c+R1JYKkc+YXJKZ6kA5nQThaPstKdxH7SqttWAyNBkBuqsqc4lldaUlItxEFwqlS7lu3dFvGTcTHfnuQzZbzo2vW3RvOmqYSBNjg5816WEidNhWyjLKeXKk/ICyLGlEGLbhapNbGMcKw+q0CcAMFPOUz5Bh+1Ho062n2d8zRQb60tiasqR1G69DYtPUIZnKJWf8fO4cuETNvISvlLhj8UIu5VBpbZ9fHlcS8wWqa3vMltLUl1MrCcaBamU2Et2ktHsGmgTzmBXXJRcf8sRNz68x3LRsZv67uPVgq4PbLqKNtq23l08yeDLkxTGfVIJ2LhMl9a55XTY5UWLuH6XAdgJYqBAyaaxaw4C23bc69RnttH7Av/2Jefj6WM/Bo7y7m9FfzGsCNYUxxg47mx6uvywZOM8iGQl+D7gTLbolvEKdk5cC2Gpwzr0S5KDRvlPt+DaQlgnvcoAGs3LBLo47ATVRWfcjJk2JViTfdwQjWmDucfs03EGeIpe2Bk3EaUm0NLRUI8YOAuqHA+scBWBFs2snCbFsfZilvBKhKCSwB7y4DhM9nQUZrUsTcbKZaGu73jcmA0I6TrbVQ09LTylz5E0sS+XlPSTe0z9lPgEygHPy5a3X1lx1Ff82PGC602fjQHACQbjVEZ9DmPQ5n4T8zL0dMJ4OUwVxrsDnbA3pt+dpq28o7HOym3Am+Ag5VBuN4AtQlqWk8DORbC8Folx42xTr6sp68YBQ3tXg27TRjc8ADosQ5OyAJALVepqmX2jQ0OxJTyeetgp0o/73ENDJT2bGO5bd69WDuqOe1u2HC/95/WTj2L63WwD4KZtpTSUlo7VwcGaVJ9pslz60unjOCylJHU6kN1PjdmMGQ152hYH3bt8hvJpz1BDUlyvs9QGPGvZzrpxPceBMBj73SpFkzaVdWDGhrJhGbuOzvUq9P3lrgl/8RN3eexHWpuHJr8yEZB62EBhqgprWq6pk4mqOP3Vn2T4JCbpT9py/Jzt0GT+cEKn9I1Q+Rbi0X3pbM02j/t9GPKycpHAFL9Z0u/TuZFfHMh+cdzpcZ6zi+0iZTRZA5imQJym+9kYJAmASb8TH2/rMZxk21SpTCEhnZXT6yvo7WvWKrWPqAYk1AbByLLhQeRVL5V6IMbLBMg5DbQZOyqWLee25X2fCWXhgLgsi11LaScKoiAj8Canm458nnbSA1woA+dBQJftCzgvqCDnk/ffvMZTu8dc3ek43DQscjESHTsrfe7/JqQPNUIIadKy3dlXqfBYOFYcvXMuO+kpGOOOFweFR0b3G2jjydpdHJfgyagZpdBbkXf691U0lDRQT504bgdvLkK2fUJTxo0rxjAwbi7SGr9N7mwantxdcdQOHZmzbdyJbJyEnTNwdHCc6dcVt+oZeybAiGkTEtPGlVHvI5xJs4m2rfsmChqUjVUom2hLqKZzyjzBCWnXjyCZTl5SwkuWljD4vxEeAIedhEPup3/uw6QiptDrfKjn0r9NubY7O9EWzX5uRs7+0kBcJ+tzqJS+E3Yej6xvXT514rn3X2XRdBweL9h0NV0CL9o+ZFCyZNI4w6ZkaUEJfsnW/iHI4PNoitFPWTfueLoMIHffKgAAIABJREFUy0mlf19RJTm09h28hDotG2zS1tv1lq29Kxm22O6j0FSRtje2jm8HDmwFX05j3pzmz2rq28jzKONOQZuyjfi58VKvISwBHFUMtKm59LHr5bXw8Qfw8tomnat+APg1TXhG1mwR+hhHhqBtoE1eLpVGCQ+dTVMCNS49PZJAG0lgjafxZVSeJu9cx7AMq7ymqVzux8Z106DmpB28X4IQktN/xByUBhsDhz5Os2N1FweFxudKK/bw24+r3E4sfrlzlMf15Z8Oxgjmr8cm1pq/A/E0Mjjitz5w2K3nsuX77+xyUCtvWrb0KuwUW4MP/c0gU12l1B/KPgcGoMP7oOn477+nrBZh+K6mY8S0F/b7T8GgzDrzCMWNgw7fh4+bY0aHG5nG5XMdZrrNdB3Gz1a2kTB5lpKZVT6v/y6vTd/B4G2OgjUxjIEGGgUOmjYzfS9LbmwaHms6brvvNR+fGHQWY+jau7G2cbKe3DH09FrAjAOCAc25noq0GfDTxBhEbHe8ILRRT9RTOU3KbS6kNFj/EdxA5nPX9Lwxgb/2u7h/qviztErvP6Co42IMKVl5IYcnmXshZZYBXxnawtiAmzbl8GvF/UJuM7Hoc2zzjibES2fcPP1dhwCsn1gC0C8rNEC/DMTKwBxnusSmdEwsYzaLDnPrcphXf9mSgJ500Rk3QzzJYM/IEbIWx5WcWPKkQnZmLJ2BNSEmZ8OpbKPGkK2C5NDBIgSkszJk446mIrty4w1VBmBHnAbmS6s0GYcmjJvzsm3EmTXOtOl6u79v+V2ybTytP07XIXWNanu/qh/JxTknToWZsm2G6xacF7S5L2BzYrepswfp6VUtrTF+jyAn2TcFeENm46QObwvr5mGANQ/s3PghgzYA73jqBi/cucLhYUMTIuu+SpOaYQkAjK3XNqiEVOSTyw5gC2hTDiKcAuoxicNJhcgtPO61XibnyuPSQVmZ/4mycv5JOHAm82aUb0ErBvfgP+3x2JrmLJkybiT1zEGUtg8s68tn3FxdtKy7imXdsUkWKfcHE1QhhsSQFCqJaPSlVDbI+LI5l8ECZeyZNitGg3JUKpyexuMY08a3CB62Cj6NRu7pfJtMPEx5uFWhT+95RCgLaRmVr8FNmWeLdlY60vIZf0bIYMIygQtRNU32UzZJEZkybtoYWFY9vQYWwZYz5i3jC4uMv+PKgUS8jy4GocS46brEsOlhsa+sbwXq5dlt7yLk2Xfc4cX37nNlb43IOjNuNl3FprflU1GF1rczTx11YLCiTeuzfELfoSxvxYq9g3JPgLLPkgLgaRMw4/fu+vFWuQL06fvs04XOWTR9ZZbxaHlmRZWBcdb3Vv5Nbyy1tnf+spdF8r16nMmYAOMJ88a3Sc8THlfeym8/tbOzLNMjR9qpKW3zbTNlrBqIgzFuGC+1ugx5ekf5jheVJ3ZCZjevUmfgzj2VtGRKlTYa06aPxrLpE1gTSQycFAInQl9s2tETCKzpCARiOh8I9LKm0ppe1jS6oJUNjS5Y07GgoS1AG4AqMWwWVKyJLLVmw8C8adL0qQR0pr24T9A97FVHE+6SeZNZ3t4/peOS/Vfoy6MJn387jZxv2W3EfBB5fzmw2oaJ/bCs1xk3MYOkly0/47FD7nY1P3q45KlFzyYOSxqnWwqPWDVMl8K4caKIo0P7c0ODMDhELlkVJQBTCWni7Ttw2uS6CmOgLbMtFJogbHplUQ1hG22HS/dhYs8x5LsMQquwU8G6t9DZOsrYL44DO9n3mwzObJ0VBOT7WL9rY5y/xjp1xpXYOJ6BH+8303uJWF/bJ51A8/3L3ty/gDHjZq/qWfXVpbedJxYtdzqbfrkeUH6ViWB8Ykwqv6ttJSwNTxRxvK05e9iv5WX26ftWBkYhRdwSGCrznTpqt/arJ+ZnAhnQnirLGXAq8t7GhLGCFC8C95FkN9jm58aSeP3aseuP/rxuUCv7KWPnyKnjnO/gWPrPa2M4l9+iVyMfftc+T35/lycvYROJjRA2CovksykhpNIbSCFBMmBDqdKl4xOMmvITieSlSb4VdnZurJhPmw5iA9VG6RdCaO1YegONPD+/f5+2HOuXVi4/jjUF2yZ1gshwrgReKktL5eeN4SMx9WvROzcyM0kFQgtaJ+AH8cE9KR3WHkJaY5hmQcbaqUCTpVV8dynHKtJaQnG0sq5SWOcPUnoDc/JuUgAakWphaRdObTifXPyuUhM503HxOUGbaXy7Vvw+Tx+7pSMBmC6HKr/eM8EbGC2f8jTbZ/Cn9ULD/V7xTlPTfmKazyMAbQB+6MXrPLG74qndFffWC/Nxk966bYVov20iMyw3iI5ahmD0f1zRsQ/t5MCfJkc+oMn29lAOVjBY0KdMG48jRVgqHOU2hy6+zGHUIULyQ7CdeTMleQUZFKlt4E1MafzepQX+PHJi16DJ9dIrvg9IJeOmqWK2yF+m3FovePP+Efc2Q0dmCoFt6dyN2DY2NPs5MDaNK8AORBnTxhwL56UnkparaLJMaQJ30j2dYbmJ1tbWCazdpOa5iUYj9/Xj+T0m5cUdNeZ2k867hbsJp4Np0zOlNcgmQmP/Nd4FZEt1ETqLKhR5+QRHUJZp++5F6LPluirTe1xRmsTG8S3qKa+HgYFTVYnNUyvdRth5IrK+cfmMmw/9wDV2ly13D3dYdTVdAi+GpUwhGUrshXa5zYRsbbV4aZLCENe/ydKn0bbQxYEtSRPUARyyd1syBMpzDkjGxLQxxo0mZXJcv/bb25Pt3leHSBctdMbNtJ1JeT8dM27K/EcgkadJcUQSoD0pU+nTpmTa5OeszPeRRrFQGZg2xRbhGqHaVaTi0sewjx4LP+Vx4YVjWFZw3MOiEo6LLW8crGwLXaFkt7jz4USmTnqdTxyScj9i2gS6CWhj1yKiIYcdXT62NH1KY/eT4neclGHK6AlpHEGgSsCB6a5KHYROlSZZzhHfFW94T24xH5ha5sQ0s2fSJ+5AeyXD7zpdG9oy2SjicTPLD8/HwOYRA6PonyoZrOFlnOHbufw+5ztv7nO1Vt6622Z23PD2JRuoHGTKoKwOk3MX3RL6mA/DmO1hqfOESaRKfOeqNMHd8g2N/GtqYmU40yLau83gXNYPJJXL2K0GEiV9LJ5k04zZgfYs7lPV4zbF0qphfBvemZe1ZNw0DPVdvg97nkn7yO2yYHUFZ3KRx7wgyjoGri3aS5+Av7huuL7ouJ0cgpx0iM9g2MdBzzGr5oSBqbgGZNZM9lejrs9qvlep42pK0yT2HQxMvWldOvvcQTzflS7omBWaddiJ0uwA4LSPgQHsLfWeMSNmezuRoh8Zsf6KfuU0to2fCyR2ORBCzG1j1OfIwNbCyyGwqPqt+txFylv/yV20Dhy/aQeAfjcQaxkYN4HMfOkbjGlTkxWYvIJwQvVTxuCNYh+p5nWKyW8ORQUkcZ82/UJSSGLecJJx46yfkACfGqrWj4utx708rhr0jLcCHx3bMi1/Fnee78NqSB9EaFO+6ViSwygDfOwjysydXicMGwywgbR2cLgmzr6Z+rbpOntv+XzBuEkMD91skJ0l2j4Mxs2DssEmwEwpDwraOGAznZzfj3FDmCRw79Wevth7MPu/2QLejJ7prL79ftdPK+62NEWPOQJ47gfaPEJ5+5M3efHOPi/e22NRRe51dZ6QlEBJv2Xy5JPr0sJWOieGwaKQt4bUwYqVWHDZwuWSm1KxJKIMXaZvcTpoPKhs+1xODITprr42OzfnbYMgDt54lPGgPwBHw8TRaR3OKJoOL6M8RAd4nIFxYw5eL7eNHTQtx22dGTeD5TJa2x+1E2UTw2Bd2yL2GSYGiQyWT42lFdTb4hjgc+vzsPxqUJCiDo5KtzG5NnFQoNyhoDLu70xxkGELU68V75u2MG+CjNdbO/OqSuCVhJjLYdeHOi0ZN13aJauNgUVlk/y6siU6yngJVCzAgzq435OhD3YmTt4yug9UVbRlUnvK5iExbt72k2/z4nv3OdhfcYD14SXjZtN7vSV/Wz6wT8AHZbCoRdEReAOu8MoJRbm0SLpDYlXzlzD4tEkMHAYwZFgSYmFLlZRpq+++t7z6Ij5lesH8CgExaUnlMjHIn/9oYpyZQlnf8Li+XI7RpL/cecpBnxP+3U4RZ9pEHSyhI8lbyQ/P1q8hNBCW57vHK5U37yjf+ZJydSG5H3bGTdQBHHefNp0zblTpNZ5g2gzHfs0Bm4jKAN4AtAwKm9n+K3paKhp6WhqWtKxpWObzwJhxozWRyIImMWxqenoaajtOXirrVPM2yTLGV4y2O9U6fQzrmHzy6FAqTWn8RThXzHfb8rghZiOnHcvJcWZqaPD+ybYwH+9iV7INhPQ9JVDM3sHw3ZB/awZtKnlQRfXB5ZMfO2LVV7z3cMlTy45NdLaG5LEAyrEmjQN+7Nd02D2qnJBDyYIa8prqN34f3w3IwZMpmNJP3r/7N2mCxT3Nx42POX0CeFShTiydnUpYRwvbaOBnFwcXD+S0gy+dpsjfGTdddL84/u6K5eMJHIpqDKxtjBvXjzodGDemK/hzuE7pqvzgS8fb1E7Vc9RV2cn0ZcmTy5a73TD9ch5cKOpoCuxZvJPflEtBAjBDHwNbqy90ELs+AEJ2vlwOqomdk8It45uIOyHWvLRytFQqDmPTCX56urYtXxfPwv0klc/v+TqrrmTc9FY4UB27HUhxcl+jJwGjIa4Q0vJk3+xhzJ5LfdAEpOn6wHTHuIuWH/uMA574j132HxP+f+reZUmSJckOO2rmHplVt+6zZ7rnIQOBDAGQwIYLkB/APbf8Si75AdxQsCO4AUmMDEHMoweD7pnuuX27HhnhbqZcqB5TNY/IrKrblTWglZR4hoe7hz/MzVSPHj167kC3Jy+roFcBBYiKeOqSGFjC5WQqs6+5yS+kTOojS+7mEXWtMI2ZCogzbwjIkHHDY7sZ6qlbQLv35Z0dq/sDkZpYNhzzFgNYtJKlg8HWka5ozioSdTuUWhi7QldB2RT9VFC2jr44A2ctkN2OCQ9EoniK1CJQZ94Yw0YtDGIRiwTAKFRsKUO0j8vV1rvGzU3GzYt72+bu44yc34lxE5Wi3OAdo8Lh+7zP2CZ6wS3Q5n2AzRGoeR/rRtuhFGoogwI4ADiZjufgDbfl91M6lCOIH2rEfpL2IQGBW0jDZzrJv/z11/jytOHrF+/w+nzCq9MFgD1jVpfqaoKJ8+kmxo2a4+SMOAAyBtcFMWkzLxiq5tz6YFXSYB0T1qHf3Dj3YQC4IXFcHqPsNDQCkErWJqKrRZf2LxLz5mPaY7uMc+J2B8cw7388xlOMmyLGuPkcGjdv9mVo3PCcmrNrrhk3eUlnOtKampozMNIA6DT3MPAkfd6SccPo1ObP/NzMIH2KcUNjYGLcuOGzwI3ZattZf7ltQHDcP97pzIDiZy47ZhaHrZ8ZN3n/xTWLqF0kxXVt+Fny0voD9wmNG4zS29QoYfQJgGncbIK7bz6Pxs3f/vmXWJeG12/vcN4WbL264Vmw92BlsW8wIp/XMx3qWEqeIMren64qxUaDNWtUAfFuTqymwzoy6eiArtKn5ztHsWf9m9DS6dM5jWeSWTKMTB90cPJz5/roD3ldjCuPMW14PDJtxJ17qTqYOFdBFb//9c4ZNx9KK/yR7ZdnwT/7SvCrs6V7vN2BU5kZN2aP0SEw5orA1plJ8OHnGEycMJCY+HhcNmwTKyf2KQiNmxkMOp6LYmbgqBuXCgOAdu24k+rpUbZdfWSWYfQ7Mz2GwKwzJtZi21QxZ9v+tnNa3eYNNg3/xxiVo9viwH0RFhRQT+Wct1tSXxv6UM9cmhcA/t0PL/GqdvzBvQFwXyztAFYIhpjpbBaYY/3IcY9nnp3QiWUjB3BLzGFjWkoVf9943Ox8+X4ECwQzwMN5JbOAuZ+BQ5Z+tSmceWHPiMVV2DiOkFlzXLL/HBk33NdYELYkAeDIuMlsm+LXzG3WAgf02D9D26aKYvGlALj0ii/X52fchMbNzLjJLQdGxjrMw+EA+jQFmBJ4J+nZ7vTTkOc1HcCOiG0zUuyccTOVMPYmHEe6z5cO8pgdllPr7BezuHmlvXLjvsyMmvhbDtvkfhKMPbuGJa0v0BifJN6JW0wbGWNQSCQcGTdLmhsJDJMJeFoee5s/XfvDf/MAaYqH3zdGentRoRXY7wr6AiuTvcwACZfqjBy4fTnMFdqaiijvnW64+Ho2zQ9EAF0cmFntc3d5yrEe8VsEh5hiRcAHBQNs4bYEbwAMpo14ifHilMXBnklYw0ipog4Oq1btfbB0AEB2e3HEXwjRWdfminEzfdYR+bvSuLn67HN66wdwA9DLBjmt0P0Zq0r9qHYLxLlVQUrlJsvmMcDmCNTcErG9apqiqgRybgA46tG/kTrFSFNJ59cTEHkY4z+Jzs0NmseT6VTH7/4RQRsA+JNvfsCv37zEP7y9x1o73lzWSVyTg3hOT2CeKAU8AbhxeW3gcH9qmmSK6ZFxM7qTxjE/pH0MqKLA1QTL8xwGEI+rNIZkgDfBlhHfJpwkOwYnwpxm5dsKxRp9/fidmXFzpHE+dh+670vuRlEdVaWeu93XhkubNW7s/qhF8DgmehRkU5YxfvyFy4AW782RXUOqcI5E8e+jUCPH9q3H38Dc7zLjpvUwjtmROUEWSSdF1hWoMSRprZ1UFZn6lpTQU4iS0XGPjowbRegjLQWWTrN4OegbQrbZebclXDPAwAqWkC41OaEa29VVsf1WPgvj5qf/5Lf49d98gZd3G+5PO1QFD5dlMG42CkESqIEZblGhIoOv122MOTqLFx+rTNnfnB+i9PxS1J2cSO8kA0dShJj6N4MV4ZNJG4amOy3AqEBFjRtqFnBcHZoRavvZmON9IA0YmYlDJ61jBpbJlsnTiBRLe3oMtOG6pwIrsU/qZwVQGnRHZPMTt29Pin/3D8YYeHDm0oUsN3dEAHOIVIFN+2DfkHHTkJk3wbQ5smyacQWwyRlFC3qyOFlPJjNu8lLRjV0jHUULij+xKmv6RcWq6wTmdATjxtKrQuuEIM+5+8BEp9uZNyji77PNBYowmTIDhMsc0Di2YetLHpN51dzmOPbo6NciFtGfUz/jfWCFKRGdhLmfs/2LVw/YesF/eljx3anhoV1H58d84uvG+IyYY/TwXZ6fgJhr+B9p3656mIMidZvVpXLVIEm/VTGnx5hYv2nc7D2AmCJmIhvoRvaMb5v31axJFHMpAyP1xpJMnCPjZrBj0vECWAq2xZV4rjO3choW91kmsB2eSojhqJ9KG9X8nrN9s+5462zICKjMPxo6N48zirl/vj95vOUyV4vLYxpgz7fzS0S/BKySHoHpSQx97B73sbkTTCYO4AAPrI8uhfMkf1fjAoDBEGJaF38iM/dyf8p9wNixAOPux75wBIoeS1PP7NsPtXc5Zm2tfphsx+/QfvHf3eO7f78P9knZTJO1OoqrVceEKoaoTQAIQZm8BG1Q729T+XD/PDF1JOzXXgkOWbpSXuaqUmNfhaEOakwb6Qp1VYTBtvXzzuc+mDbFbJkudlwpXtWqcD9xcCgqXY1zWp1xk5etD/a7eidhFSmF0ZTEHX7toUtoE5BFIahxg1JDW0fTZOifBZgzFrpCTr5cPg6KeTbg5km2TfreACi53uYA2hwBm8lJfoJ9c8QqGsJBKdCbAI4gwBs7XnjWVylTx/aY1fIp2/tSpP6RQRsA+NXrl6hF8eJuw6VVvFwNURxpKaM2LT1xu6jVPxPkWWAO1uhOxaLeQw8iTXictCaRMgTA9lg7BnSzIUrjiOr9THs57nM9uVyLCueW0wwe6zLK6/DP+XjcPCaadC7cJjl4x3QQHiPwQb3aN0ckRlWpZ25bL3h1snSpY7PnYcwJxbXDHM8r2DZN4RWnTJ+C22ddomPeuDF2bB0p35uN4ca0EeDsxu7WU7UEjWgVCiszuBaAuhGdqgFyXM9juU0R1/3rsUZWx2ArYu4bdPRzBQQgRcBrN+bFYFTEkhWmgGBlDB2U2q1fVZtZycaQNG5KsTLV66uO7fXzM25+87cvIKI4bwbW7K2gabE0P5XQ0YL1I7vHMxOnc+n9KDNu2Fcy0Mr7f2x5POipf2YmDhCRPtsnnk3XLF5sy1u6RpNeDTL7Z95nYkLxOft3ZM7cYlnxN8bzTec6dI3q/MyPv0dmzWDaLG4QDY2buJYc8JDl80xbv90EP3sheL2bo3du7ugdthsOEuZKUB/ScspU8/SoLh1ZorejAQ4BAdu0NM5NGy93F9h6LQCP51sRLLJy5j05XNl6dtAHQNOOKpGkNNIK6KA98hACPLFl1rMhk4YsijVtw6WMZdaQiPfA1pONM1ddI3DPyDkZZjwfY9582LP5XdrP393hrii+WZtF5pPwdgZ6H2PcDNse8Z0iAf3IjqqPH1wPzuGpP6ZrLpjnlvzb/JtBoeNypNYk24Q2ywh+dFYeCkYFfcA82pcbz/64ZCDBrkevxr68bYEO3ZrJhnFQuTqAh7EPAejoL0d9G/YlqwzW8Nz6SG9axcvaJmZPEQvYHcuAP1ZZ1X3aAQrGXBXbAMaiyf1pgDg6P0sD1+KZdt/W3dZpxOvj/WI1qbCbVHUEnfJ8RLCYM9uReXPsN8cmiOed3xcyrApmHaOojBnvGvsXGVe3mDZcriUqRzEdr5bEYh72sc2Da23PHtz89s93LO8azt+YfdxXMY2bkzFtehUobUwybqpjB8XGAy3hAw/mDcGaR9r0OogfR2DVpYrt31f7m0vlDadRyvEvfaamTZQst+/GXUxOlQq8AlWyuTg/pcGeGjdZzJhgDkpm6SiR7gwsYNyYcQ5P3JhjetS4qRKD597nfcZvdGDbwXLhH9M+PXBzC7A5sG1ugTbH9CjtUb0g/z1YEzeYN7f0N2YQxzurgzUEca4AnATe4BH2zBXrBriZLvUh7BuJmceX19fxKNvmv0DQBgC+fnHGDw93OO8LREwjJaPYQaW0mPfQkUhOjm33dNPDdvndyRGuY1nO/Bv5c7BZZif4sXaMMjK6k8abMammjDsA7GrJKsq/J1kV3w5UZE69EPB+HSLjeHoCfF81mNwcJ07P5Xn7Epkjq+uuxDOSMMgdkMkG8Hbjco4sLK5ThHOe190qrdkB9J4Ana6Q4hoQXYehMvqaMlfcllun4eSGLYE/NyiqW7qMSNo9IECl4/oAe/65n/CZj0giz2FcazxnVkiwff24R5bE5KjjsI0vy7zPAPzqjQfg6/v2+Pefsr38+ozX399jXUxo+bQI3l2ct9uKGZved94XxcztyNQjqMO/Mw0ciGeZwRMDmXMFFQnjj/3Ub+ruhuSYV1K/sPPIgrO+Tsl6sTW0FSgKS3YDgMFw4DhUEY5wLDF0bW41OQQvjqW+J1YObRtn59iGOio0ZpbN0JTj8haf/hO3+wr84p2nFzzG6AUdJB1ODCtJZW2b5sDLAE9AHoyvlwN442/tEcDRg9aNOnBD5o3AGDdNMNZ1jeOrgzwdiu4d6ASyzMrk6Ct0aMWNx9bL/AwTKBhsnfwOXN/XcLTiZo4yzjDjloDGFHiQwxLmKGanikybYCsE+Gjn9HkYN9+dLCD1m63i69Ic4PUx94b1MLFrb7Q8xuQ2BZOuttXZ7pF5e44lnOdyE0TA4fHlNXhDcI/Mm9aNUcERyBij8Tu3ijuQEaPjPHh/QnsGyPNTAhX1OsU4twDEmCioV9d+ax+zP54/yHAqfej08beHtg0w2Db23fVclbfPrR8GrmN/4l0IZrrGuOZLqAE24tu1NOax8TsAM9Om2zEI3JCtN1u3fs3DpiSAb0ataH5+8XtHBtfHWqLDXkxjBsY6fXTZ9XoePB6j+Bz63BqQr/+w4qu/8mfoYIR0GEuE5bcBQOf371YbYIl/Pp75kZkzM278+ZYAh4pr3YDLW45IHoP8HJVVpcjOcVYNRYxF3RZQDKZNZ5qU289Dk1PtBI1xw4uAsXKqhKaNjyPiA6ZdR7BnZAi1JW0bgpVk4YxOH6k4msatMJKdkVOr6eVkm5xM9fpxhs7zpkolwOZoCE1pUh8A2jwG2Ohh/fjphPiO34Ekg5Mzm0wATqonN4E3ecZ9L+vmiSa3LJTH2q3vb4Uyntr+HwG0AUIUs0o3umJiOQExkWQ2GQCQxt+SIVlEjV3n6TuMWgfDJonP4rqvHdtk1BwMqaNxo4ft8pLnd21kSdo3DDl2+ZydV3R+RPlQLMk8fz9H+Gm8fkiLietp9sxwpA6/8zmaiU8qtoPx9JSjHaCMgYBmgIRTwT6RI1H5OWfRYT7vXJmB9HEan72bIB+c3p3NkaFxoxSG1EFv76qTplNcWxi1ZBUpoh+ztOXofzCnOgun3moTu0pypEjHurzdkWlTRFHItPEJ5upz5bH8d/K4yHe+Avvl8fP8VK2dbfJTFfRumkiq0S8yg+bY3Oa0fRXRj1Kqg20X/QoIhz638VnjWVnjuMAx0IwNMrZ29Xx7FXS3lDLYHT0ns7zi+XF8BMKpeR8BdDjSV33B+8yBbZOZNsA1gHfsB4OFBThYM+vkoEgwbvKSwE5a/1ytKUb54+wwfWw7Fri+BdpEZakAbPrQteF35ioR3AmQJ7azEaFOxzKgxqtOSYdohaKBjIyLwuGe0KAge6g6mCNjvY1VfC8iHcUt3tQy0CIItg2Bdq4DkuMuBhiSVcN5PjtEJoDtKQ2a2WQRxT9WzYtz+jzz1dkDUqvEObN1vb5XbI+lD8qje3x8e19f7hrjyGObcZ6cgOkbx5k+p7+P7Ijcskhskdg2a5ccf4sMCh7bzifGmqN5TKbHdZ+J8exoD2X21nO1ANppz8XyRx9zOn58jqXZCxm02f3ZNdWR7qQAdu3DxuAxMsswvivY1Srg5W7ANCjzm+UqfQqIvsWYzrC1EWPOx7Qxr4Dzlx1r6Ngku5Z9S0STJk4sh54cZhu7Sp/lIwzYAAAgAElEQVTGnfy7RY4zwKdv61uEgLAItPj/yr8RwsFjaQPBqNgkGCW9VSV1kCj5Dfg2vm48Wr9Wmuf8Pa3mz2i1bXr14MuByTMNy3rjP+AlvX3w8vUCxwx8jOAcooh1GOdrfxu4cjhvwcz4yewdid9kvwVg4M2UJpU+W16xrXeHlKAWwcvJMS0F6Bnw+HHtkwE3j53HLW2b2EdusHHkKjWq6yFt6gDWDEf5xmCbnT0RBZpN/ARxiAijC3rBx4E3nzKK/CFsm/+fgDZAPAsCK8pIWDIMM7jW0t+2nI0FM/5CiNjA1g+b6I7OV2bz3IpC5e/lsN3xGDzXvC6iBTLGo6NocQEiFUoxmDe3gK0cZTo+5luMm9ze5/PklA0gO/P8ff3sAM6HdNsP6dlmbPgYgRgncmqUpM+KyPfO26jq0Ahg+tPWbQzZU0dQ2PNs/uxD6M8MmXbj+SkwWDg0VEaali+rJvDGwTyMPieTwXArd3vWg0iGxjB4bZlFagna0FF/L2CzxECe2aNS8P5O+IlaFiMl6ALcnpuMOTA7LRQkvgXa5BLht455q5rE0EaB3Ytg3fnY6A40HeLifSWHubqzqfJ55rFksH34DMdvJ8BYY7un3t8PBW2A20AdQZqr76/WpSXn09FJ88BqJ3Mr7fpTtsyGHID8ewaY7MSQbWN/Z7bNNWizu9iwiQ7XCZThW6xq+zfdAMFYcj0ASDqGpBdM0VGk3gRwIA4UJX0c7kuNnkXLuCYaxALcTJkqh+VwmDADOPl+lvQeZJNqTj2I43bJaZ7ZiZrnJWpt2XbPP0excUynOCobr41vrvg7CM4BGn4Cgfts8xwZFY8xLN7Xrm0bsj91fL4VkPqQdnwtY3x6/DhXoMsH/l70tegLbJL6S2Y5cjsCOOwzZNYUzEDZ5+w3HcA6na8vk5kIfNhzvwqKDxt1tiXb8C+DXaO+JGAztLvAilIdT4oTwxg5VgZcgcHmi7Tk4tMZOjMd/NoGaERHl+LosQ/n38xmP7ZbblFBiJ0fY+UZtGEfmJl8CeQ5BDEzaDOnHvu2zwz4FRfUHalKBE68I3MJ/y5AHq6TWYA4n272o329Qm4zbvJvKEL0uPp5eQnySS8H0TfFHaORqpX/g/tIAB4IXwzq4E4GorgBT13s3FF0rpQFgjLpnlSrQjW4eW63ao9AxhVYM9g3gLAjsIxepghymfNWHbwZp/Qxg6635xcnPjTtuK1r8x7Q5gjYHMGaPK7cQstLmthJSadgI0EcUcAVPM0AvpU2lRhNV+lSV6EIvNdpeV8K1JOCxIdt5wPf3u+DjvcJ2hf3F7z77YJ324L7ZcfWCmox0UBGP8xpmc8nC8cB14ZHAbxEpI0G1LO5NeceQRlOABxHOBE8ZrhMY1ra/kj5najEoNMYx84ADs8jjQdRAQthDNEApkOYczppeB3poo/pbRzb+3pAvgc5hYKfn7MJXGS3dLRehqFmfUWTvkSKxB6OcWVQplsyPQPMAE0GbUap2279renMnGkKtINFxcK5TXUSkyTYk4+LYo70IjFuHMtj8ugEmGhkYDx/6/h05LsCpfjnI3hzeGxHw8MOe4NxU/twyO2zGzDVJzIHbI7DzfhcFLoD5TPMNPevdlzOC5al+dzRoWpFkdGAHTLAkYl55AANxU+N1Xed/nTFrElv0vE79e8VPmZ0YBXFOQExdZwLQqgaEd/gkvNVz8yoNE6SgcizijOQNCbENWVB2C4YJZiPop2PpUnl9lhqFDCDOEaFt7k/H5fpUUdwJ7fnZtzcV8WbnWLdtu4m2Dfuk47PTJPKgsRMkboF2hiTpo8lgRvVmXkjWtCxAYppWTSnSlV07CiyBOiDEDiGGJBEAAdKELFicYivsHw8yLwhMGQ2V4GgId4TIMajW+bNcIyys3Rjm7w+2BaHCi+JSSPAsBvE+/IAGv0YWUy7qwy9vOdsX68NHcD3lwUvl/enX8a7l95BYApejW3FWJsZ2BkFS2gvPBG5nW1im4PyPkd7J883s10UzBzup0jCxcWuoabfOYJzPP4tW+uxKzgCg0fQpqQ9M2gDzIDgrH30yG/R90rbP2e781Sp/NsE9Ix16Wm9CPAJuJrWbV12Ske/mJeD5en7ZNBG3abJALSqjhQpaKxnG8Ur/BjG1uEYxH5ulak0/W7CdFB93qXtK2q/S8NWNK79KdY7+x6v9xa4k+9h7lfBwgnQRqDT2IRpu5inst1E//K5U6Xe/n7B6YcyWCPSzCcd4AduLMVsiGwWXoE23Fzm/ejkECga29ZYqmKkRl3r6eCaZSMzgDNlHSm8rDdtBcwOHiceBHgDD2QagOSOWV5XM9DD6+fxPF0sgzfFGWI0XLrPfQRrgCFgDNHRW0b6FOz3R9oVnGWTgR0R07WhsPFHkiyexZw+RsieYuMcQZu8zxG0OQI2MUhdvzD5sxwmxelFEzNQi1shvWGgwrfAm0mo+IbHqMX7e3/C4Pwx7/ZjbJsPBG0+F2DD9g9vXkAE+Pr+AZd9wYt1tzS/Ys/K+neM4gTr6NRkFgu7BQdKmpaPRaRuRYKoX3KsJrT754lhgfjt4ySxH/bnhJA1V8SPgz4bJYOGnoApjjsUIc6MpGm8e8+7bRNWGLK5TfniY118B4QzlSMKeZta+ohQPGdrKjjVhreX9eb1khHBbblufJ8MlkwLntOf7Do3B12pLbP7syc7pitTpazKTBXBpemo0iE0qNO5dXHR48LSmgR9goFD57kWEy6W1M/ydQwDMrHVsu5RDmZEX00OjRCgiUijQENgmN8JBahtfS19pMOU+ghgUxUoilJtrDtq2AwqeBeULxSX759//PnhV/cooti2ineX9UqcWCGjOhpBYxsTZlHirZfhZOTvCkILJI8RQDybiVHIdf5sNrURYHfwhqmeBGMfd2E+rB3Zc7caATs++4LHRakfS5HKQF4Gaa5YOGldqQ4MVuAqBeoR0Iafn5tx82YX/N498MNm4I3ZWDLeffFnTxDDwL/5WckIKVgbVZ0SaAPAq0qVSINSB248zs11VdbBtNn72avtOBijHUVYew7uPDWIzLAAoaQm+2DgAJxnynSeuR3VQArE/1u7Epf1LyguyzmRwIsFHNk3U1pzmjOne5mcKUXMa2N+G+DivP10zp/JAf/FecV96fh6bZMjONIuB8hEwIRjeF4mFkKyJbraPT03A0kutP27fd593HgKvAFme+W4Lj7PNgLLRGdmTgZv+FclaCMzOMSy3Tm4xJQoeXJ9pEkBCQROx8Ph+zKOl22YY7peMG3s/JjCZ6XkafNQnPi5y4G/awWvloZ9VM70qoLIo0iAX081VdoLfFZh6wIhRkymDVk1qpYSBdhSRLBpQ4FgQ0NFwYY2gmVZlL2kN7e5octUyyM7RwFUSIQUkq1t5zv3rVvtGKTMn8v4T7YMgRV46GLuA1mMuEp8b/2DgSiOOR1Z7P84f+Zm8+bzlgT/9s83lEvH9sUKCNDuLE2qrSZOrBWjHLguxlYdYIqnMU0sGM6xkgAWLiVtB9xk3PB4+T/4W76vPnJ8jyXEz6RzSj8bv1+Ass+fM5tm+o2xzlKmcnUrA3OSRg738UiWQqd0KhSZ2Tc5pcxSSmw9wRzABsa9hYE3+rfiCuggiPMR7XcHbo4zwKPbyWDbPNWyps0t0OYWYBPCtjeOpzIZhOYoi4kIiYIIt4pYtKkANgrJNXhTdJQIF9/mZrrUh3BOb4WkDrPSTbDlI0Gbzw3YsP3BT37Af/r7r/GL11/gm7sz3u0rltKvGDd7n7Un9sOzNAeK666fMyMkY/vhSMW+w3HqwZhZSxYKnR3nMSGkWyew7ZcSqH5e2rn4IIV54jxOODlFbFdGWDAxb/bkpAsAiKXIEHymwUYh28Ecc3N+om1riP0dHf3HWrA4xMR4e3H9j+ftT2vpODvQ97AvYbipuvOiKOjoUrDA+ksVxfYBaOgxgmkGqn1HwI6gDZk1Cq8opYxKwVNUdQz4m6b+U0yocYed667sZ0ZHHkHgTmMIIAskG7LsP+xjNE562mbX6M93YuDCXemDcXOMPuW8bMAAmiziyXSoI2jDAIFt5A68nwx1SnIjaKMqKGtHewfUu+ePfv/kT97iV3/9End3O5Zq12blwBdcWsWluQZcM6uiSxnOCSN2VgK5u8iovQPF38WmZvDvKnlOn8Abjj8bBFWAhy44FeChAadi/e9UFJdekiNKp4XltmU4I1UUF7BaRmIbwO79IsG+oYCsgQ0MTrjRBtdE8ms2AM9TWLsZ7SjmzrOEsI0jepxSGMzCUeRcNQF4E5ATyyw8PObVvN0I0x/WPWP75qT4t79SfLEILn4yrLJi44I7RFyqgsLER1FilY4dDYqGXfYB2lCzhpWjyLDh3l0DuFHt2PVs36kDPz0+2zkA4jdW3VlgaqVFNDtEygCKFH0MMAXVwB+UWOfMG46jVWfFG9vGHLDBOPW+dTuF9zryPRwqDW2bo+4EU1iudUd0Wh4dJ74XbE0L7ur+1GP/JO1Pv3jn5cBP+L3Tju0GA9TOz5d+3wZwJfE+5XmZDJu9z2M9P28/cjjl8fO4lUtJL/55KYJzU9zV0HdjWtVSnPGp1hdODi7dVQtwnEoqC54CzbkxMJ5//zFP4inQJn+et8ks4bksOBvttLz+rvZnB20A4Mul4U2r0zXRFimIlKFbN+UqUOj2gek+Ko72TREGmmRyGge7xj+TMdPcytgGN1B9fQamCQ7XAersDuAoNJ138WNIBDW0TH0/gHCON2bndr8whTno7LdNw+0qYtOFcG+3iRmwy6zkerCJjna5ne382f6OtMxb+JLNkXbsvT2vmv4v//WKn/yfbVRiWh462l0ZBQ/IcFNBqp4kQ+h3dHpg7ltu0EypT1xd4rux0u9DT8wb6bAUqebgkYsUi8IZOwrpYhWbdxngzrFsufg6LTDBY7W+a2XHTThYF6Be7PeLSvjtXLijM5g2TRPzBgg6s9+rHvsAMleCEoGguyCy9TYpCICysUMZE0XgNKSlAt2tB1XbNzNsCCrtO/As5cB9lB8G143vrtoTEwu1bW6lSH0IaJMBm3DYr53KI+sGwKBIGWoqg43D1AwavKV2OzePGluunHc6JANU5wHgWdrt0WTe5r8Alk1uf/XLb7GUjn/y7Q9483DCl3dntF7APk3lfpo5nCw1OwIIXYYsSmjRJrIZYpLN4A0ZC3TCOSmevV8++BxE5zj34COjBgAumCMZfA8m5ox/bjIbC7nNhlOq4MI5dUwgNGivW57sFWHMPhZxz/m7XB7ZOTwmIw7ZUC6iONVmDv4z+99NC16sD/jh4Q5rnUUC927vPIWLdzeSt6v33p8F4vl3lWHsknFzSUvBDNrsnaCN3Qdj2ggurZvGjXaw9HcBy48remd5zBIpUl3RnKXT8rPz5/0Y9n0zUgpB9WjZETxcJQwUPmMCAEtiSPB7AMGkSqyK4uBMLcG0YUoUGTaTsGzXQyqUAdxl6egNWL8SvPvF849F//k/fon7uw3vHla8PZ+w94Ku4ktn0qhYeXhYGfCtCzZlvyLjxkFlDRZOAHwGNOwHxtWR9UWgeBEbaxgxX8X6q5VClRH5BeKdX8ZzjXcQCOeWoI0Ht/w7OrsB0I3t0jo+exF79gXBsKnFhBfLYF7NKXNAADN1AvkwsWwAt0to/GUHu9g2AnFKdYgQ281LSx+U9Jn971+dBX/6peBXZ+BFBd41Eyt+t/O+m1W78H0XA/WK96Picd2pD5BxQxaNAyhdzwNQAYBdH+waNYSLm5oOzq4XLHIay6Y7qtiLJlLHwEAtnSIruleiClAozqMmcy/YN3M0nZF0S5UTt5EsrW8pFnle/bmwitDqzy8HQSg4TKdyApDH/DfPZTEXxdzXVLAWxd4t9alpQZU+MahtHsyf1bb5DA74n/32BV4tip/dbVAA97Qz4UEjkBETFbSCZTd/BiwwdAwwPTSrfPbQgFMFLs3W03Y5MsDG/KfBZrC5xLY5Mjszg4osUYI1e9cJUFr8ga3Fjnny87hzB+7E7yWes41NwYA5loQP28NtkjHGpT6R7KFgb0ULRiniGMJS3xjLJY2pApsXafMUmNj0F+uOh/15HfDvtwXfnTb8dl/chol7cdS0Kal/sPX0jEdxhW5vO20WCg9f/IBbd5hYdbBumtroQWbN5iHDzbW4duwoFiqbz8nXnQDsKcWT40iwEwgYcUxxEf4U5Li6VngQg/4wwmae+wv7A/87GIx45uwH3H9sy3kQmBhXR6ZN9YBodT3UzFRlIwOnFkV5ZsbNH/+vb9FPFW//YAUeFNvLCi3Afi/oFc64MUCgrzLAFCWokgEcPiKxvwcjh9/RLzpsN/72Rhes+/SiY6lDp2gcb1FIk7EcETDBmPsnIMcbGTAD0NkRlawKUI4vjXhlKWflaHUgqYT48kAOD20waVKaA9PVOXGpBFAYN4L70Th8xFkiXbR36LaZUb1/nJHzNHDzGE/vsfWHdR9DcX4KtLFo/zVgk0tIH8tJXz+PEMbiy6eD9gYDbURHpBGtoNSO1ooJcnaKFukoUzqVLX3ERhB6Tje/S+sfY9t8iO3xsaDNZwB0/qs//hX+8m+/xX/41Tf46ct3eH0+4VQ79l7GoNg0py1gOFVApMHQAFIEG8dSWmz/6hFwghi3Jj1GCC/JkbpzQ4gG0C3mTHbAHgNhjtVb8jaZzZGjaBnsaQ5IceJmsHnKf0cMNEWNzUHYq4pi62bcxv2w68wloIEMFMWkSNZH3oa0XZbmLqK4tIq1tmc3htfS8W5b8dX9Ge+2daTv8K4oBKIND63ivna83SvWA+PGU08He8FrDUFStJjGcUQww6ilho2CAn00fOxcLlyOCNXcMYyCPBtJzQGd0T9tSHFRaje0PMrG/rf4ciVrrBgzxMYwcXDQ+v+dAOcueLV0bCpYYX2Lhuox2thVcHIne6nd2DGuZ1N9WeosRjvmu4IB2EzpLtQmYwbHLli+VOy/Vawvb1hpn7j90X/zW/zd//MSr7444/7OHOO37+6wtYJLq6i71bE5N560h3yahZnE55HBwnHgdxjHEFR/huawSLzXwEjJA4BLt3v/ttl9fr0L7qviN758589GIYNRRaaNdHMwHroMQ1TE9ZASU4EsHHOMwxDNwCzXU7OmiRmlBA5FzPEv0MGUWscdte2MhlOCcYoUAMH7gxdXTJv8Xd6xHOZTH1TL6WN6wce3n94r/s0vO769K3jnyOrlOJEgHKHMuNkdNtnR0GS3JTZ0IcOmY8cZALDpOz/OGWTZ2PF2qDJNygy4Hb7Uy82lMPAhBUU3iFRc9LWdaIl0q13PYWz7rFKxxgNjf/VRso5lR1FJQI5i7+a4791KPxPEGoyzNL89VhEmB20JKHL9scJLOFeKtRCEjsBC3j83sy0KXtTt9kl8wvbffvMaD63iL97c42f3Gy5pfszpxznoxPvT0tLsF3Wmn9k4gpinHprbMC6LwCCEjt9KfsPhfTyK1LIpYi4s7lCfigRrpl+fZ1Md+9xXwdtd8XKRASZdVLE646YCnh5/DRbR7uL9uBXIYmN63SqRXjqxllIfyAwugnm837SHukaFGBPILQO8ua8ND3sdx3mu9nt3G36zLeN9yNo6R/sFOgMWwDXwSQYLFCOgdGs56wQGcLugYAf1sdoAbQCgiS2zzg01vS4KqHQUte25f2xn82rjU1LgVIpXUAzmDWDXuMNBQTi7vATAU8TmBaaid3Wfd1y73YDiHWRmpbuNj9DDye2p5/0Y2+b4uXV5dsbNX/6PL/D7/3tH2Q2wWF83tHujJbWToK/w1CCgbJ7SQ0ygYfQlwP6mi5CZNgQ67CJjmysAR+G/B7STouyCdqcGqpwA2R3E8X0VfmyyZqraA1mA0mQwYpqfg6iBLeK2sjS7xrIr+gqUi4FFZTOwquwaZcgV0BrrZHdAyyPrLEykHpgA7Y7unoIotBSUS4MuBWXrUM9PVaaiqVo5doL1NAJXYGLewD7b9acOvwoE98/IuPkd2gRIdYIxeFzb5iNAmz4+O+jjPetRgSiFU/gBAjmR19/thU/GqqR0keJOHFk3qod0qUTvHq3Mf99Ofcp/+8B9czu5/ffHgDafkYHz5z//CU6141/8/q/xw9t7fPviYTj9rYunFQg2L6d5bnVyngAMQCeMHnV9CDMyBAH0dDVgpwMjUm7CsMG46Qqcva+92eHRdQxaJdsRhKFGST7Owkkg3dKLH+SoAbCU2fjJIBENliy0OC/16rGF8avDebffc0d8/P7szIVBfM2s4eS0jGO5E48D4+aZKTd7F3z38oJ/eHuP+2VP73T0h61bugcd8KOooyqfuY0LxqCIVAIybC7d7uVDM6fg0gO0aaq+r/o+xrA59zYinAIDbXK+t52PQrRg68HKsbQpxeLnJCWMsTx0ZMeGSzOws3FqSxq5iwNsdy5MfOfMiSod1SOK1SNC5rSHts3QL6n9Ss9mqgjE8606A9XOmCB7AjBjaoACD8DyteDd3z7/2PPX/9dX+OLFBa/f3OHt+YSLG1Fk3DS1EuG7g8YEji+9oMP6k8L6C4GawdLyPhb6SAFwCmbAmOPHOwde3jXxyLktmd5Hx4nRZY4Xq3/HEsPBaDhGCA+pI5ij1pl5U32fHF1c6uOMm8zKeUzbZmLb3EqNkgD2yoKpr6Bm0C/uXYB+gKw+tj9zKflfPgj+1TcVf38GvliAd7s7pS1EcA04s3d3EWogmcNzYQUntbnMkzlhVaM8gq3vIFKw6VsIKvZuYE5XA3dUO7oDMK2fUWRB6xfUcsLeHrDUe3R1IWLtKGWFoFhKVFmh2lDLHbpuKFjR3QkjUGOMG9unIBRrqm+7YPFlGY6ciKCKYJWCtQhO1ZhGd95R78oMNDMivhbrh4uwf5MpNs9leUSQaXyLPpyZNuJMG0vBMW+Cznl21Kt0S8vWo0H26dv/8f2X+Grp+JOXZwPKa5uCTUDYo0XMUyoC01GSOd2V/lAR4CQ2H5Fpc1+Bt7sFnM5tTpfqqsOGyZWD7Lunzz8HlSiWnkXTxxh1GL5Pzri5q9YHVn+vT86UGIwZmZk1x89AaCPxuS+CwbbhmBJMGfucA+CZmcF19pmsU7Mdra/q1Ti6JKbFpVe8WHZc2vP2nb8/r/i9uw2/3Rb3SQqWoi518WFzpfWzlOatmG0Wn5TOKeDUVbFr1Lsj8EyGzVnOzry5QLzqXUHBLvtIpwQwGDddVrBiXYdiU2p5NYiPJQwyktE3bAO9ilcPVp8FIzwoUaIPHplbAusvDF4Mpg1ykCP3hbCLM/hL4HhifbnNRKYNEHYzfUc24Xz6zGbOn/7PP2D/6g6v//iEegYuXwXjRquxUNQjfn110IPLBZEqZI8EQAAx/Ylzd5d50rkBMNKgyi7QqgNQYprUtC1mgKhsXPoY7ngfBYRH+pIDOPY7BrYQkCl7YtM4y4ZAEa/Vfk8Syo3x9xWrBwZ8CQdU8TQrGnmqKaUrQBmPgMXn4zL/3Z2RszfoZYNQuOwj2u8E3FxF0B5l4siT7JvMtgECtBmAjDvzrWegZgZs8mcgjjVOTeKpDcCGYMygQ6ldROl+Hca26S52Ix2DdWPnnRyYD20+Y91k2xxbufH9E6DNPzbLJrd/8U/+Hn/xN9/hz/7uJ/jDL97gNw/3NzVuutpk+bGMG9uGgEOIfTZEFJyXnVkWdxV4s9nyXbfI+UXnnH0gurK97yEax+VTjT0t56kfjQuOHSNNCiTkzxECOBiVWTdQHREGMm6odbOWPhg3HXBDcU41i1+LSOexEazsarPipdWhifKcbSmKN5cV3758wLvLMq57qR3SzZAvtTvjpuHNvgzmAUdsOsEdGM6sMYjmvrAWM4LXYqLDAjJu7FyCTuzR9W4xp0u3HhC539aYMiUi2Hzb5oaSgQU6yoeLz4QUPWtgZJLRbDs/BbD6tjQ46fgTrDHGTce5C75cLEd/LQ1NC9bUW6Psdx+GBgDUpZtDunRolyudEinXgI2JEyNSp9LYP+aoJlheKdpvFadX7/EgPkH7k3/1A371H17gy1dnvLgn4+aEvRU87AsuewUK8NAq7sSWOcGF93Qtpr3VVLHSmXEDuVZ3agqZbXPfCsaNvYPvXNvmt5s5Xz/48m2XSXchjFLFO5BpY0sycMTHudplGJ1ctoNR2ppMxuneKL4ZwC31jSwa2wfjpvqYVFyxX1RRq/WRAqC7Y96boC62LEWhzUSrcz+xlLncRwSoepOlM2nc0DIpQDk975jzB/cd/9svFd/eFbzZZYC5x8ZnS8eHjJshBOwsG2rbbDijo2HHeYA2tv+DHy9Am5Em5YBOc7Rqbw8QKWPZ9GLLfjZgRspgAqIbY0ekoOuOi76GadmYBb3JAwqqMW68Nb/RO3bT59HVPxvjpsIEmUVh/a5Efz+adD2NWce7x3Gc79hSZmaFsWk0gRfXTBvbNgDI6yg59e7MVlyX501bAIB//e0PeGgVf/nmBX52f8FDL7hlEo6UC9Fxnyh4ntm12XYAKEAc8xXZBbl70scY466vz6CN+zLTczkyf8i4eWiK+yp4syteVBnC/NmG4Ty1dcXJx8RFMNhYfIXZRzKzKDNt1mL2kY2Ffn/g8QK3yYqPk6vM9yqDdewzRyCA9lp3O4q2ZBVLv1v8ni6w+fG+Pj9oAwC/f3fB99s6MSMtGGDXTj+zKEHRYErnwCKZkwRQG2ZW3N4Va4kgEgBUpxcQ2jWgtmJPQsQEbQBgl5l5AyQbWIEuHaIO8ohY6pTewcJaFYKCBTrYPtyvFMGmCpFqdlEFmjO3yETWIubTugPO/nMii6u4PSuAgFp0AghT2BVG+nBfUdSrn4U+2y22Te5bAEDNvluNdlXvxWyMZ2z/7//0lTFunEx4+qFhf1GMqXISYAXUU4SKCiDXQUE2Te8zSgAr0AO4w3cxOS/8frBk7tVYLXew5cmkRZOoumUAACAASURBVPqiE4AC78/SBO3eAJfmJbul2kmJM26GnuduLJyyGwhVNqCvgrLpYNwMLR3vD3DWUGniRCwaHPmCEMhTxygvrhDIrtBFUC49sXkEZe8GEDVj3dru4UuBR1cdqWmy+O837us3crV0ZFOb/7h+837gJnuw74PvP6Y9xbbpR3AmQJvmugUEbDIjB4ioPDCDN/nlzNFIRiLRiwM3PkqUbhQwT5XSbsDOYN2IjnSp0emzY/MhY/9TbJtPBdp8ZsCG7T/+/DuIAP/8936NNw8nfH0fjBumSZFxU8VV/MWeAxuj2bkxlaGlpapFxKlpwoj51jHEYelU/XZzps1uxsctxo39jhs2blhsxTVKnD0z9Kimx+MTo6/LRtGVIZvBmdQIHizp+DlSybQJOmn591j+1CJWOhnDI2XC+/6IYDFdxg3pyPX1iIOf+ak2LLVjf2ajpivwxWnz1LqG5uKlxr6zC23d2G7GvNGhj5TTJNWXZN5kthQjldQ5enAk8NJdYK47WON/Ayldyqsu7N5jKFxq4EvHimrbyIJNG1YtaA4Qs0+NcxSbQMyQtPVVjp/hx4+WnSAybroC9w7EnEp3p6ejSrdl8Xx//5tsG8CBaB+PjxWBgn3j51HtnKUAeih/keZ1GwtXRT8D9UvBw2fQuPnbP3uF+7sNb9+e8Pa8BuPGq0sZGGP/L71g64Ku5Ypxcx7bGUhm44v9xsUrDObKZMDsLPFvbvPWS02PdIeOKWUigzaA6UN02D6qwbxZxnvJOSzNZcBgTwHXzBtGlXMVlerO75KriUlm4Piy9sG4qVN5eLhQtU4smsy0GcvlsA0w5rjHNG5ktaVePqHdcaP93bngv/4a+M0FeLHYc3qxmMYNgQS7P4LW1Bg3anoOZKgUiztDUFG0YxOKAtty03cQVGz9rQExSoDmPICb3vcByhRZ0foZtdxh299gqS/GegoP0wYtYiXCixjoUn2bghWQDRQxJmgz0qVwYNyoMW4AYJWKAsFairFuSsFSDLA5DQYYRsoKQKaN9VOybZj6xHnS+nz0TTuvaFmU2IDGYNosMGZCGWyaCEjYsWXsZwDT8zvg/+43X+KL2vFHL87oKrgvnBf8fFTQ3TlgkKmIjY9VFG0EYgSLn/vF5znaAReNIIMgUjMNkNAB2lBQf8wxfo508G9gkWOdBcGYHmVj371PPtQ04ntg44+Ng/wu2MWJMVHyGDUv533CTslsHdo+krY96tswmJEbx8Px2ce9ipmhmJkXvK5zq7hf2rODN7++rPj2tOP1XsezjNR0oKiieRAKh+cJxDzTNQC/Zr6hadmo2TMA8OAVay6d6U37AJ03T+fcxJCATTytE2cUlMEYNOZNOJdZ8Hx3Vk6THbuaMHuTHaIFhI2tNDjS/hgMHMD6nHigoopY3/ExhMyavAzWzTzW1Gkd2VU5yKFTX6vSrxipAP1FH4u8HyLZxcdgZxFgqc8PFP/T/+Ud2l3Fmz9agQdj3PQKry6VGDcIhk07IdKfFFdpUKP532TgZIyDbWzvAI+BJQk8cR0H2e1FNh0bHSwaqIxKULGt/7xr3kjHYNsUv6XFJtfBsCmbDq2bIWIsmCpTSXbqhOer0/VMUYZsoANJ3Nn3awAag+Zk3ugV82Z85n48rqb/gFWd2jZH4j/OPv5oxs1NgeKPbKrXnwnG3AZrZtCGTj8jKwRrMovDjjvfjFslj028TaFDpGwgVQC6iUA7UNO906kAyOlSv0u7BazcmjM+FrT5RwJs2P7kp9/j53/3Df7y11/jJy8e8PqyYqkmGFhEp7K8ubIUoyKZcUMjiM9zlIEe70cAPFUs+sxt8npGrd5sFiW6uAjlpetIZyrAyKM+PtpsCOV8WfbnRiZMOp8jQ4fr6ZyT5tqVKVVmiDIKZGmpdjJFvJQwWF0qUi4EAWZ1WMWHLmHA8B6y+hTZInkyzV0mpx4SHKmtPDvjpgjwsC14dXfBw7YMYKlKByrvRUfvxdhFrfqyePTMImviz7DC+gOfCSm2Tc1BPncd4JzdZToBGazpaCnKvmFm3GQDhH8/6IaKgrM26EiV6lg88lPhHagYw4HPX9Xo57tPtBS4BYz1QVFbOBhUvd++EHv+98XOavEI0Yz7MkWmoatgWRp6K+bkAKhrH6W+6YBTdJgMG/MB7e8CjyY4YD1elx7zRH0B9HeK5f55nW8A+Nk/fY1/+PkLvHx5weLR9ofzistesbvOTVfBQ6tYi9EoybhR2PWYtkQZ6ZGbPxshm9MBTpRUXQfsLzNoI4hqUm82ExZ9t9vyQeO5Lv6SLgfgd/P1m49LSzFz2YzUHMUWY9xwCYssFnH2C2x9FdN1a2qgnnYZc16Vjs1ZdUCkDdcSwQs6ylBQHcio5HuBrH1i0Uz6b4sOpg2AmGKPzY31zHyMPvd87Sd3VlXq1VoGmHs5nF8RSz0QAfYeY0GHwipH7f538/Lbpm3T0QZIQ6ZNG2lSZrHmalHBuPF92jtn3Lxzxo2xd0TrAGTYLngDAJD+DqptaOkUj5xz+woDegCgXy2ZzmAPQQ+GOxsBxJE6nE7l1pvORx5pQcFAsfub2TaxX01MGwABMvr6OVoef9vY+Dsaqh/Q/uVXb3BuBb94uMN3p22qOGfXooDObBU7f7JGMFgWBsTMAElPY0wGPG6BMLdaZo+K3/Vja51i3B2v1oLXW8fLpeDcQsuIbA2eU2aGjrRxcM50B0xvB6gmjZsyX+NT7ahtE+yao12PwZCI+6+TTWn3xK8J4Rvc1Yb9M4haf3va8XavHnTJLKJ0vVz6vayiBqPIfA8YeCww3+Q6cDhr3FQUUDSdKU+F4IwaAJMFiduoinf7fepo2MS2r1gctGH+ChwY9rLnMFF3AFi0YENH9Qq+wj7Q3c4r9l5Qy6bRJtZYX6lxo7xjOo01WTcJ6fP7WsxDM9PmFjuH61ov2J4Z8Pv5//AS3/3fbZTFXl937C/EdWbsBqoG42aU0AaugRiJvzPThmAMQZ4pvcqbk3nQFzN6qHXTTwpp4ksMwWIyW0RDJ2+c3zi+v8ewDB1p/k50O05m3OjirBgHi5ieBbG+I9A45xiSImWqurHm6VU6+o9tY5o2BUU7+ioAip2rlJSS5XZN7hNpsKPNKKSLAYDGCCxjEu1myH9EexK4kWJU/kcNrbytXAMyt1oGfciusfWxZPWoI2hDbRSybJqGdsHQvcHMvpl/PAAbijXSwO2q6EXGYJXBGxGxh+Csmx/TJIUbroCWI9vmsP6jQJsPAWw+A6jzy19/CQD4o69e47JXvDxtUAINCkgNxs1aHBgQB9sILvitzmfLp7M7rZSlmiO/NxgWZNuQcbN1xaXZ3+92Hcu9K84JXeET7grUbhTipYsJzvqx7fyYohPnSaPBUPygDLsuGLK+zdFIzQbOrUeety/pbxqIuVLUUehxrkyTxUstZYIAZE0RhxxVWEv/LIwbgeJ+3R206TfpqXyvafgH4yZv40sloHvtYJNFsXdj1uyqxqrSEBXeKCCKUbjX9hkOvxGOs3Bfh2JFRUM3WjIC5HlsjGQ/4rNmtDLnczOXu0CHAw8Ad+4Q35XEuJFg3Cy1+/NrYfznqkAuesxS32TZUJfEtkMeElNJ51gvoKMO0yhZAG1AeSHY39y+7k/ZfvO3dyi143KpePdwMkHoXrD1gr3ZkgDwphiAMatKkWnDSlNk73W4FhbsMxCOfUt9iP1rOAbdnue7Zrfp0uwzmThZ7+pIrMzaXoN8ScNGrqaBK/bC0cDMTm44gHYROYVusPIYmUzLiDYiWDbAVHHsim1zYOPECSVAJjv9Yd9MINBzth82wR++FNe2sedzKgauDXaTWhS495lxY0ZiccdnjriScVNQcRngjUeyU0qUamjcAAboWAUq07TZ+wOqnIbmjepAmVHKEowa6t/I4o7L6sEIA3ky40ZQULQMh4rLlZ+loIhVklpLwVrIqBHUIsPmX3x9Edc5gQHijHzPGjfWwrGMPsp5KovLhjNrljcZOEV0GuuPje9Hhzy+0Sdqf/XmBe5qx3cne3bLsCftrBmIKcpSvXwHPf3aT7GPUDGDBzKlMvF+c7wheOIMfB97dBp/gnnjjuWNyWfcK0UAMQSlB7PqVoWfCITYNvO60BaZWYUzKDcvzT3CYBTn8Q7+XRfrD2RfTNeBg4ZSsn/sPDKby7ZfnJ1lv2/9ayn92Rk3r/eKV0vDg2s8DqaNqAedrH8UNVv4McYUm4JBzwBTjYFj9m2H4tKbs2waGhou2NCkXaV3AsAGS6tkupQeBuEMGlM/q2FDE1a080pTUgEt14ybkV7iy9FfJPoPfIxJ/WjY2AhtpGvGTWwzKkrh2A9mtk1oPvpclpg2XWybrpKC/9cPo5aO9Uih/8Ttp/92Q9kVb39/ARTYXwj6KtjJuFkA9XMgaDK0bQ6Mm5upTwzApe/6qsDRDhed9ifnQTa72eLAEsGUQOUQjBs3ysdngiB9/ET8nBMmxKtI8fgD7VQMcWDHiGJ/iesVxPa2Ml3TOD+NpR/HmDMyMIRHW5GI1GdjJv23alcC9G6smx/RPo5xQ4sSmMGcvP4DG4EaIAEtg20TDItboE3rISyZRSZn5k0cd76E2ZllJLKL3ohGGGjTTd4cIhapLqojXcp4gJ469RhT5uZ6TLPYoylSj4A2H8WyOYYoPkP75ot3+OUPr/D923u8PG24tArmcwMBygGe7uTrB2zmz3E8S8TEFFEkGjoYaVK3WqYDVwG25pUPuiKiEiwxTuHZuWqGSvx200T9w5yrrzD0294PKyG969wF6o3XJTtw1KGBYOQ4d6HmjG+DOGaMQT+OAVYOk9GV0+eR9kdFvz9x21rB/boPAcqenKYqHV2A5qJTGyqyxg2rM4iftwlshogsDQQaw0fm5OhjDtQAQFOLNgV4c2TcGFUYmMHiAhmpVdlo7tAR0R7rPFI52FsewlQkgE4wIt1DtNGNTqbJrSMi7cZJUb8PKd2O6XGLVc0r1SbhuniUcuiL6NCwITAjg4ET5zSYEgm8YeeUCuhFx37P2b745oI3359wOjVo39BVcNkWSIvynZwnGB0W9m2xYqaM5IGX4Cwu9XeuSQCskZI7g4JALLdmY8qFmgMexVbMjkuRqCJGYDH6Uhr3fb6nsUpg2Fnr/pwU8CqJY+8OdCnmLHcAxa5VoJbC6qw1CpCb3pIMO+oo1H/r3cmNoM1j390CY45g1HSsZ2xfLIq/eWtiu3xuFtnPhrqtL5PV59umqJap3TSPUG9Q7dhBTZuoFMX0qAzaTOsY7fYqUk0vEBS0fnHGTTHtj25OVSmL9QGpYJUqTUDSAHsAg5lYlUoLVKgckh0pwjte6QxWGpxO1XRPJPrBAF7kYLrAHNDFS3uTpbGkOYfjcwYUK+I3indkc9Cv57pc4cqu5ePnwo9tP7s3UeI3+4J7ZzI+ansijeUMlEhmyrqDCgCIoNAR1A3hYNMIAR5/DzODFJgDB306njqTQeNzD4Cf+ircvauONKnC4x5M2KdaHtk0f5Z5+ZiZOz1nCdDmiAUHKBKMm2PL9puVkZebv/sp28vacG4lXbcOJgoZWOp9oAM0B8e182+aaj4Nh3OaP9OcTM5zbsG2a9OS4xfHs9xY1Q5iY8su1PMKXRyrNOX5fboke8kc2C4pqKVzIZKu4esb1zP+32pkHXFOPMQIxj06tlkUfV5vmm/wymPX9nFm44ifd+vP23F+86crvvzrfaQQ1YuBAHVzNqy4fVlklMpmhSY93EQBWIgrXTgGCGJMG/tSB0MlbS8JDGKp8VXjs/p+6bgZAOoVQDEtGRX/Lf9dIM6Bv8PUKlD4uNmLQobQqMQuvg9/yo1o207jc9dxnDGXiAzQp1dB6YpeTZemLzK0t8Z9HL8R9rwMamCZ1nOpNOBLMW2bnrb5wPZec3qwbqZ1YXh9TOrUzei5YtK2mcWHw3k/gjbHCiEjhQq+zyO/d0v7Yy3d9Gv84eXJTdwLFxdv1O7nKbgSYhztY0b9aVY+rPtQ0OYpwObHnNMnaOfNutaLdR8gWUloapeYSGwymsXAHmsGzoXJxq7HgbuppZk0xVgy97t1A0ONpaPYupXH3bqPB57qpL5sPSoLcQm4U3YQV4RiUFGLACwfjx7pU2ycdH03uw6dwZv3tdxVwghK0fLxfdxVRnSyAXlkYJBefjR6g4HzvP3I9Am6j2U+UcKNW4TGBw0dQVwT0jW9L0IFXIPuxtrz9Af2mZQiBQANLRkgs8Pmv46cNsX87tiObD9JxqnE0p/nUuLZcpxiFDJSZTwve/yNoWUSujZ9aJlQ16ZWMiTMLJLEsNGu4zPFYqUgWDS0ECcPYvKWBngT+iYCfOAc8bu0/aEO5ucA+9UDAod+m8HfMWcoQRhWp+P8MrOzFMHA4WfqC0TUM8YKdWeok5LrP94lnj2QAjXp/KYIOhKQC/aLKB0M/96M/TnKP9lmouPYdMJVk77RI+1oW1hfiL5Ctk2eD42dw5NL68vh8+ednqbWFHi5yHQ/arFgmHV1ltENR+hGwPVmG86QbgamaIdqGyDOAGy0j3WaUqiyfK2iQ5xVI876EYmUKXE0VfwlFFQfK6O6VMWCLFBMbZsTqo1XTKdy4GYtMqq6LCX0JWybWHKMGhFv6DxuiV2R6UjMjirHOAoS57ktnDmCHTI+h9h+tM9s5uChmQocAfMcGAQiuDRA1NFv4kTzE2Z6WhGMKi9zUCeGXBZL0LHePIoBPj4C2mTHllWoBrFek6MrANOrZsZNpIIzmMDz5LpgPMR/Pmcg2x8huhv3I7YRhC1S7PLG35mdNe7qjeCTpGUGzoJRGJ+ZTv4YyPOpmong9+G7uD86PWMDzO36ixsGT8XIOfccP2dbRkFR9TbYNk127NhSSlQANh1kAc4TeBnq8/ytBiaP2uo+Zcd+aCPjBsBg3HCZ/+f+BUSfK4iKUpk9aucc/chYW8G8GQz0EsGJ7n2sQ0Zhjgza2DOKC7ylffOp2/2vO8pFoS/tM9k1KpZ2pOkmjc/AxI5BXidw0MTXFQd5qo5jcP1Vyw8kXTbTrAYyxHsyTibOYQJAbr1yGocg04aaOmMT7wvjugEga8080YZ+zRObDmaQn+fE5hkbHW7CLa2Nq2vT24j6B7QPj4OSYfMY6+Zj2iE9CsAAbPJnM76LATVuiG/87OBNFpyk4z6Mb72OfGSB1rXo2Hct3WT6tODO8/rMUSwojsJLM9aNfuC9ngAdH2UkeHtpO/lxoM2HADb/yO04aOaUuiIuwJbe5FtdKgN5QDg2u859f9BDhwNmhknrOlKlAHOqzOkyRsbWu7MjTHmfua1NFb2LC9QWbNpResFuYhdQ5g3zvMU+q58lIRMXSx9GUQaGucxaGXx8eQJ/n+b4kbCVj5/7fPFnwrPkckxqiOcEBGD83BPSOGe50X3FXNWudRj3Vbw0vEdwxfmRzGeuAnR5nIV1bIroS6wiZb+qE9uGNWSAGbiZW/F7zTizOIhDIz5dGtchntcthyjE9rhUB52N7r0OcT1n3OSyzQRsipd4P1SPKtXNrWLnOlg1dK495cfVMwE1B13ppPu8QIopmTefuzHtCwjD6rEWxvq1ADrgAQUu0zxyZNSMUqzdxyPQSE79CT6Fp3EKMHBA1QzEzvwAGBjEY2eGoTHBwqFiBY0CHZUNuH31Z5rHjRE1V++P4q60U2du6ZkciGF+b5/+bDc4UqkG+4pBnsMgP+1/tC8+QxsOQnKMhnMgHEvivttpmlaDMcHzqG6tp8+d4sMcQfT6f1dLVUBi25Alk9kyx1ttrJoFZMzkZf67eHWXgoqqC1gUvKL60kYrjlFVBIsYaLOIAzjiqVJpfOKSTJyCGKeWBNrEXIQBgkGuSzNn5yf0l2KOOgZ3soNOu+931h38iJbF8Z/SzmDFtnx+ZFZAglUA1ZFGwpZtgiK4WTmWv2ziwnAbJdI1qd+XQZv8eh1t2VDqmeeoKVA0TNmw3XiOOG6bvssglK3TsX8Zx9Xpd+wYMV7r4Xfy/vn3BGH/EDhUB/+ib36+/sLGe0l2k9kaGLpABtgEy0m8r+RxiveAPiJHIfMzdQShsi2zo1uiFHW4hGsScKMbBrdY51QpgsQj3V8CqFHt6HKd+mFVqh53FMvhnQaubcCrZ31wj9hfBoAjaY5P9xyIFKmJqZUBmXG/9ToImsCf3D6bfZzSiG5pz4ymsd04s3ilYzManv6dslAFARv3hfMLpelQwmMAV/O1HTuDGYqJEoZrYCiDTTftCv5o/u7GdT3VBhAzDLPjBum+ABPAJcCwgae55iOBl+vf/DiL+Wngxm/I+1g3+bcHXZ67vyeFK5fwBmgoh7ZNjp4GYGOgzebr9rR+71mD5BoE4GAoUBer7Vgkoq7rDUE7e2EjdWukSz19afzBJys+3QRiyu2e+17Q5r8gwOZu3YF3wNvLild3l6gOlJ71LS2intbbd0h/z1FxY9mI/8+gXXJ60v4kCFyaiROfe8cqxQEcHVFypgDwM0tCm8Csl9TtwcJgKhVLp9LcoRnJjah5U3x7XpuPIxPrxhT2w/maqaAyTUgf2uaJZ17miSeYIHNq2+dqXYG7tU16OiLGBmpqJWlpiuwtqljwChiZM2dC/f02UI3sBIIiE4hyuMQZrFFn2/QB2LSDkVIwU/U1uU+qxu5a8/YSEWyRWaw2R//XQocIDtRgADWrM9lOpUFVcFetQhv1gayKlOncLLVDimJZupVyPnXgUlDvFDgDZQV01xAcrhhWpCwC5O8WWE6yW0DGyHEDv4cwnCzizvrzGzbry47zuwXLi4ZlbwP8N8dY0Lw/VJ+4Frd4N3/w/LzQeu4uAo4QAScwe4x80vFqBId94Nk8RercFGsJx0oBL7vN6iwG9qxFcG4G6pQ+94OhIeHaFurWfEdEl9iFR2lZxBhIUHMH9RMKuqrNKx2QKp7PbccTDy0Z09TTgRHjY25RoQwDtLmV4pTZN1eAza2/b33+xG0pwJtdB+tmOFSgU2oOYxEd81eUzZUBtHR0dEkATRo5jmwbpkfxbx0MHCpJmovdPTUq2BIXiCzouqNgGcwbFTt2KQuswpSZdhm0WbCi6mLMG60DvAEqqhQUNf0ewN6F6v+XwbqRkaIHHIEbTf00HEraWqxaaAyc/D5lkCZSPEOvpA/ARgSocPD54Cjx/uRAxOdgcX21bvhhW/G2GYeJUXnaMNmWacnemYAYnccSviK8F9wvzwfG4DObUNw44FhhQ/YsRGwAsYzlrUZbw4jQc2nto4aNHPpBZvtPmjUS/4/fcanpmumE531mBlYwYzLgwoDUrbRvbst3OLOKxv6JcfG7+mAf0tbSXdfx/ewegY/j6XkIZjDsCJYJmOZjY1XzQBL/S8otoT2T0zSPoM0EJgMDiClS0LV7dbqWxsLmNhl5YT+uvW/oz0fObCrBNSiTAUIGLwkYi2/H6lG0fYvb4LcAG5FU3vwztXffFayve1Rd2nUI92pxFrfA0InddG+Ej4CVl/oMTNjFIF7EFFy5BazYHwbyDE3SAkiTlDqlcdx8fAIevs3Q3gEsvQoYaVlkE43zkLiGzLJRHr/G9dm2dj5l9/PbLYVMqJMw9ndeoc/1Vhbc7idfKK0CLXY83jvbWkZV1hkli6aPsX/MqflRoM9HatzgmnUDB3FwsGTf047nep0mxfQnChF7epQG62brxUUkJYE44cA3d+znS6BhIFhEsWv1JXBXYqqLgVDROiPWt66DPRJOF0/36tAmts1kqGIeeW/tN7a9MVC8d3RL33/EM/pd2g9v7wEAP3n1Fpe94m7dp+eLDpTSoP6mW76rosFYFXky6wjnY1Si8md7jHwTtNm6l/HuBtBduo4yz00Vb/aOpoqt72iwnZsLTpIy3rSjSsGmDXde3hlYjLEjDugw2qTi1EozcOdkSHF6vUtZcjzSMG4ea1MUahw/6KCCiFayDDhFiXO5y2OE6RY1lJ+BNFH5eSy1DebGc7a1NNytDdteR/UjwIxGm39YdlehKFgkcti7b3fFbJIA/vlEjJkVKVHB1rL+celtsG0YkyJoo9IniqzdJzOG+I+RbEazq5SRfrBIRK/XIp6CICM9iqlQBs7ws7Fq1mnZcVf7eJ58ZaobIOKsm1r8/9KH+DAd67Iae6acQodGfBIUqiF3snC8DLh32JEWc8WoEMAr8OiuKPcyQJ3nbO++X1Brx+Vccbks2FvF1sooB84KhBSzP6bZmph5wcXFiW3csPUXT7s6+0DE6kMUNTcByFkolGPTQzOo9dKpnRVT6BgLAJwIIBUHdpKzw9GE7zFTFI7TzTX2z7EiWknjBz/TYeJn7gsYYEox4iKp/yx99KPoCwm0Sf0in+QRwL85AHZesfWh52wPDfjpveChhThxcX2p3h1IbQZmdFGsYtVQVqnYtKF6mtGCCtUFzUuBs0niPdHxMTAnO0pRWUp1d0CGy26ixAgtGpHiKVAuPCwLiqyosqLIgup/5xQpgjYLKk4uUkwx4grrUIs/i1O18rwcn9YiUe67BPg95iOJFKljSV46UQSgybQBcHM5CRRLzJ1Zr+QIkLD/5nSGz+GA/+eHezQVfOGlgB9LlaIvtB3e/WCdwK95DjYR1CHDwo4Z6xvTMA/2z+6AMWjvilcuSqBNBktU83jDOTeDLwba1BL2yNgOMW/FWxuVxgTz+MO/2X94DjZkaPzucKhjvzCdddy/qSjD4TfouBOwqWlsC4AwnPLWBWvtaM9c2fnSi+ncOHjT1fwROo+dS78asmpyyfDsfx5TaxXqTHOrZtm0O6dmxwUbNtmwyRkbzthxxq5zBbxO1o3O4E5BPFQTUM9ATaRqEiyWYQeVGTgSLjH6J9l81d/5WqzPMlWTfYy2rSAAxHnMMZuY9vDVGEONP7ebzT4iowi+TQd14ti/c/r+rWbn/LyDznd/5uLRr5z5tAq0mv6KVhjI4NegFa7VxmnmZwAAIABJREFU4piCgyq9xvcDkOGcDSRdGz9eQWjVeFNHLggClV3QF7VUpgWQXQy8IYjCwQkYTKGy2TblAuiqtk81AMgubmCLJkpsugNAZgHxmOrb5/+qQ98n1qv/x2CIxzHs5WHFKGGZP0+XkBLLKcWqA6RoD4CGlGvVx1O2eneDUYH146CY92/tN+dWhalRAvaJdClJE86xRcqRjM9MiSHbhuANGTabVwmxUq1eAaTH322APEFdByLyEQaGO06qOBWrTKVjoOSlu1itWCWF1gtKU5Silub1SBJnGKqHGedqO3kcjBaJbdh+TCTyM0cv2X7v29f4+d99g7/+/iv89Iu3eLetWJwxwZzu5hRjVnthulsWJc6Nk1JP7wYdbn4/pRYgR+KsLUXwet/xsi541y44lYqHvg/A5oigj4nmiWtlisFUFlrDYCky3ushcirJUMoADq+Pf9Nn4ZglvBqJVJy9m3GddS0Y0QR8kH30LQzH7bEmothb9WjU8/afpgXnreLVyzMulyWMcLHJtfWCtTTsfcVaOs5tGYYPMD/7Y1scWDgVqwp0V8wprx2e5mZjQodgkYKLCwsD1g9YSYrPeUcDy2YaXhEDjvWnMra3c9MxNhyNYo5LAHw8iuWdCwzfFQNtqugQwryvDW93K4n+Zl/wxaporWCpxrhZl4ZaFMvSsDhws9wb42b5QtEvivqFQM6K+kLQL0A5IU7Sb6qcbOCXU4FQHbcrsHjks4ixdQqGFo4q7JgPinr3CTrHe9qrP97wD39xj1ffmnFTywVv3pzQesFlrxAxgXTsNha9vqx4uex4s69mwLeKtShKK1hVsImM6Pa523LpMkrH03DeHawagK7Gdyyp+27vuF9seaoy1p+bBQSWLriI4r4SQBBnhMb1UceilUhHUYnIKoAhrhwOjAwmF1vRYuDn0OEp6D36b9Z+gL9z1fu4FAEaUI8lvh9pE4CTzkMOc+IE7vT4TgpwdQGfuH29Kv7sN8BPHLxZiwFy5iAAG8x5uHQbHwjwt1RxDgB2NE89CJ2Iphu6bmi6D4ZN72Tc7FBPkTLGTYGqMWqGzo2ark3rbyFygmJHwSnAHmlQDdYN9ymyoumGO3lloA3WAdqsehrA8uq6OGuxANla7EFUOuoy/y8SItpkBlLCagB/DGQhdCT4COk8kYET4sThRI/gQrF0jyJmdzJ4dnTGdIAjEYAQ0Wd3ogDgn3/1A/7z25f4zbbgZe0DuLB5PBJELGWSAUk4gHw9TxWBCwTLcBYJgJz8ft/XYNcoxNI0i4E4Nb1kU/r18XfS31dBVCSmsLf8ukqas+hYdw0m0JqAZx4lvlNsXQbDMBeH4PXztwjmkClIoI5O+4iBjuu9ZtyM1CjAbCaZ7UVjCwXYt9b+7CWdAeDLdcdvLivuavcKqZFyl9tBPg4KXpuBHM1MQSz+dy0cko0lh24V4hTAqgSYzdNpWrCIVYNa5QXO+hqL3GHTtz5+nCFSB/MGCACnooLMnPjOK0n5CPi4a2PML3GywTE1kNc6jqvzMjScnm4Tixxznxgp94VBTR2sbqY1Zh0bsmtCtHj+dR77uauu/uK/v8N3/3431giA+tChUiBNLTBVJSovOfO5qjNP1MCPsgWoQ+CmOwgDZ1J36BDzJZMms2OgzmKpDBgqyLxBB/Tkg1vVQJI42Pk2/QSUHWh3asCP09H7SSMNLCPWAPodorpUtYCDFgAXjbR9L0NeN/uuno2VtOxcb4AXK16NlCkfuLU6ULcIUIotpdi9FYtaiO83UtfMoIqRk+dCxPVWKwWpwsBH9YOngZsBM9747QPrhusGTT7PSKQS3WjUucmVpcjMGALEXTxVKvRtzg7i7ONvTCVcqXWSB2mbeMIgWQuw+vYnT78YuZsIpL4WQ6/puN5kPZXbn2UYoJJmGsGjujZpEPtRoM1nAmbe1/7T338NAPhnP/s13ry9w1cvHtB7lG03B7zj0ipqabi0igWKczNMvyVnHJgH75wWtfnzYJleBTxSbilRl27O095NjPih2+Ty/W7O3W/7GTuCCgrYQF21YsOGOz3hjAte6B027OjdWBicBGn4VjVnX8X9meLUepiwpfhE2w/GFVtQXCkC6WyaYTSHbkD+TEYNo5v8bMchE8f6rkU97TrXaukjS+nmYKfUGiAmPRrFy9IcOHne/vVi3fDq5RnvHk64W/dIk+yCvdm93npFlY63+zIAiypWHYeGmRk5FrGlxtBRn+Sh2VO/sG+0bv1EO866uzSf9Y5NrLoLwZoNF4i7s4wmiRYsWMIpcinQU6kGEkvBWgSnapHsUzEg8a7ac76v9qzvq0V57oo94zsHa06lD00bgdGtu1oZcIXg5WKsqBfLZoaJl3eupaMk/Rc23R1Q9LJnV0LrHDQXgvY+li3zkk3SMXoDpBpoU14VXL5/fifq+7+8w+nU8Ob7Ey6XBedtGeXA2Y8UNm+cm88d2zqYm9uNOeXB55KHZuPNQ7Mxhoybi/ehvQfLhimWFD1/t3esRfCwWyWWiIbb87cIofUHEeAL92JeLuGoAea4lfH++xxGh4MOsTOvospYOLgcH2i45jQVO54b5V5OvlDgunSU2lGqG7pVIUufyn/LMjNtjilRTzFs5j5nfcjAQk+ze3jevvObTfAvvwG+vwBfropzEyyLgXVbtzHw3A1UOzfFi6Xg0hT3ZcHm0ewLgDt1dFLMednkYYgAi5xRsKLBU586BYbJwikB3vQLpJyccXMCYOCNMWwWiCzGsCkLarmDSBnLzLYhWFOxYlEfmfT/o+5dfiVZkvS+n/kjIvM86nVfPT093ZwZgqRAEZIggCK00EaAVhK005+otXbaEpAAbQgRFKUhJBBk93Bmuqf73rq3qs7JzIhwd9PCzCMiT1X1g9N1OfRCITLz5MmTGenhbvbZ931m61PyckT3tMkSaKIMwVLdHCxOGqJssVLYCl+wzbUOLBij5np/6sBNn489Uc3eHbB7cvXueBtg44k6QhT3N8M88czbKbyXPNl53m5/6r0K4F+8fgHA5+NyBSr0PAAHbxT72eLH1uQadNrtTVsBi/Vne8ChG6KX1mOh6wYKnR3Tfz+KyRyB65bMbBLiDmJ04MUAI1/n2bEdxF4vyAYqJ/Gq+y6M3f9eHx0kuZJS+Y2V8Ssb08baQG+s0z6X+u9cdwTS9TX37yGJbon3Kjnb1r7N/8bGUgNDqkzl07ZBfDNnXgwz55pIDmZ1aXzAvPu0ictrlSywIHZcAaft9XqRsrZtPlSPZex/dW7NzCTTe2ybwoWmjeqMm9IeAbguZdMhMLsSVzN0O175aJEJGtY1J6226GFl99k8khUQtvXFmX3BPuuehdyPnfnX978uId9uN5LHyhYnbXsgbGvNddMG+3wbcxvo+yDXQM1ekmfnXdbHc/q0VK0/+l+/pbw48PiDEVDKMdCyUPMm42nZAAUDJ3S7n9iYN+JMGqepabQOS/bf40HZfobjLz0lE7AXqwKdLZNAFkEHtWNUpISVwSPqcutF0KyEs9AGJZ2FlpV4cYBptj8SCmvb7zDb5wqTgTdhsTwrzLqaFXdWTai6MWz67RlCUX+eYh+I93ANaQpFkNKQGgiLVXrj3GjZ7qv0v2EAgzg6LrXt2Dr+mUvbLswuZ29qMrB9O/Ah87uM32l1+hDrxs6wYztt/9z32TjdnO1jY68L7mwbVyBah492LY/aU9ovnXnTcMr7E6PaDsg8WQCSCIe4SW2aQ5CGsbgJaPU2xLqxgj4KkF0BMry/e33w+e//XJ7ugvvnf+x1/haNH331HX/+i5f82c+/4Ef373iYDh9k3FiwsTFvVIVFdwwcB/KsQmWfcdP72zYy7UEd/TDG2I+HEHldLtyEzLftzEhiYnmPcZMsBCUTWZxSXmj+uAE2e2kV2NwyMMcNP5G1CqasLL+1AqayVcT2lOlewbep0z/QPhx8euTJ7X2VakPPe4VO2ECx/Tzeb069qtCrUXOJDN9DS+fzkpGT8vL5mfM50ztZpdgIApclMcTKackcYuXtMjDswJupXdcK++098y+IrQ93WTib+s02CAIzhgwKiYsWILFQyDpQKF6dETAr8/dAm0YjEqlUEoHuj2SvbuafVZWoNn8/lM+uAbSYAfPg103HSfpjlxo5xMq5Ru6GhYc5cz9OnJfMs2GiNuFwXCz5zo1802gF0q1SHiHeCvpOCTeB+tgsUZ6NXaOdGtqnmb8pyc68yYE2VSR7EupeNtIMCArZ7oe7QHtopNvf/1x5Oj77BzO/+Jc3fPajR86vG8/yhYe3I60Jc4lMSyIG5WEeGFPh7TTwPBW+m0eex8q7JSFULs7ovNTAWG3vOXjF+BANyDlG22dKFGbfa+bau00Jl9o4ROHdUjnEwNulcJsSb5aFm5h4WOqaGPXuPSeBIQiPi3KbhYcFng3CuwVuE9RoydYWuOoqW+t1lE0+IE6/b6tMQ7HgKcS2JgrdmN98kbyi3XR9TXU5oV36BgS2Ku7XpYT4a8xgw5ZIi2dr73dgvL67Vs2Q7bnDp93bPh8a//SvhT+6E94tBqB1SZz424kinFsjBeFUbC1aPODpTLxFltXks2Lsms64MaaNs3DaZFXpNnti5DKp1d8GWjsjktcjWiDYzmm+EgXRQGuFEBJNbZeybjDG+OlGog5/AJDJJN/PRGTHtJGV+aBeZOhSvLg7AqtXU/Iksptkg61pg9j5SaFLqDb5kPlKsCbS71XBxZ8XOiDZAcjqybwDPbIFlsomIuteegElxV9DBf89jX/yg6/5i7d3fD0N3ES7jjozpCd1/V0sbdcplX68brrQR6/xwXben+5rXVIZ2hYvpmDxQ4zC0pRBupz82n9te53ra6szQDtP94r54jFJ2r0f3b1PS5K3kHfPFkxiDODB587g7zMH2+M6WLTvQrYvQEFndu0KUzvWVf/7HYixeH1rWrAyJ3ZxUofY+ropKEOqzOU3tYL4m4/PDxO/uozcpvJBr5teLy9q5782m9NFN1Cupw49n4nBPk9Vmw/W3n3zx2J3DJ60bcfEzANJnnGp35LDkaWdSTJQdF4Bm/1QrSBpZd10j5tfd9VVj4IV2/cW72hXfZNqO4f8PVsNNo/K0lj347FfAx/4W/s1Z8/k2+5bXteZNsDK5uuATWd5d0DnQx5IHfhRFZZPPHd++j++5PP/u5rcR5X8qNRRiJPQstAi6IK3sDYwRs5KS0KcDagJytpYopsBd1BToxJmYblvpJNQHEipBwNAVkAHTAol/thgeUo7NmPoDA2aoENdFwotAUTtOUVoR0Oe6wGkGvNGqthRWSVXe0+eNtp7rge7Xw/OuPFYKBSlFfPQiZOiOZAujToIaTIWTVj0qtX4el0IhMXP1QR1DMYmHITOuOkzrdGwzrAKxQxZNAaky50FpDVjRBudeZVPqQVWEILTKBsfdJz/NeM3p2JPWDdXRsXBMftf8zclgNatGvuxsTFt+mZn4MjGttn+L02YHcCZmgXOlyrOrrDFbqq4p8n7yXzXafeqd1GocdtggwRH5cPass/YP6bp1OaAQtt/61yvHp1Vs//ZU7bNU7DlqTzq1zFuPvbY35Lxs5+/JAblP/vJL3jz5sjL4bzSCI1BESAa02aIlXMx2cKpJAapQDQTzhZWaVFfdru3jaoFjsrWnrdLFKri86IxV2NUTK1y1oVI4HV7RAi85RGVRtlRPisLEyMLExMHJq9GTDKhemOUeG8TndSqCBVLVKNYwCQC6Woj3jakHgz5WrRuvj047kHLvrK+Z9p0ds3aSWh9/t7TplfSt4qnoCvTZojWHa1LajbGTQehrBoYogGWx1w8gPi0G9P9YeLZ/YXHx4EU2zpnSg2rtG6uG+Pm4An3EBpnl7pc6qYBX+dJ24E4fp4fi5nJnovNj3NpTM2+24lCoXGRM1ETFzkhRBaZyDpSvU2mEmhEVw41MpmBSGZgCMa8OUTztzF2jcnahmDB6hDYMW7suzx4wnOIugYre2O9HqjeeHXnLhdU4W5YqC1wSIWlRJO4zZEW2xZsBEXfWkep5a3N0/KmGUvmwTaYdnEgBl3Xe/HsTX0vWB9rimRBd9RGCdAK62vGZ5H5zz99EvWr/+fA7d3Em18cmJxx043uqwaWGjbGzTQwt8hliiwtcCrR9hNn4pxrLwzg+41LpnaMm6bG5mvqFU7dPCcA3tVCFgNtDiHy6BLNRRsHN0wzxk1nNdi8HaMdn2XWowBj7BXEbU3oTBtjjAoHv14PsTE7q7Gb7vdAdmPYbGvGGCtRmrH9nGmTYiW4zO5DbBu7/QGmzQ6w2e9R78uhrr+/NUborJsenXxixs3rJfBPvlC+nkw2dWnGdjqVrRp8qfBsCJyL8myIXGrjnsTUGndtZNICesPUq80SmfwDF7mgNIqXLAC0NkIYaG2mO36rFiQc7EhAusGwJE+Q7X6Q5D8PhJBWxg1A6kcZXRqVyTqQNTM4aNM9t2wdtOs6BgP1crDUNu2q3/sKd9+bCNfdpcJuLvb73TwdNqbN6KDh6PO0M3H2+05n1AyxUps449nbNO/u75lcvX1vl1LBp5ctAPxvP/+CJPDFOF9dZ+rgzYIVazpQOmOxpcUKFr/A5se4LzaWzipuW4zTZZiKJfOdcdN2jRXsPPp3a4+uUibYJ/2yMoDr7pgCfp7t+R8yJt7HLO/HLtdskH2UrLqXzdkx+Xfew+ItftmO9pkU88vXq32wr2uwK9L158m25gnGZKF1MGhL4nshayqJMZVPzrj5+jLyxWHiVOIK2nQgqn+AqjBic2cMyqLCGGzOpHAd03Svvl6wnqsxbubWmLQya2GmMjExy4VJzsycV7ZNadMq6QRY2hmA0s5XoI15a21MYwDpPBrZ/LTSaoKe2Jy1bN1JElYPm0xc2X052DWdgpug930ubIBgFCU5M3nYxcRdQt6Pabe3bQDf+2sN7OfO5pu0SaI2YOZpx1X7mra5E0P75IybP/6ff87yg+ecfmgeosudSXlqlpU90zIOiBhIUY6yMlakspoAN/e46Swc6XtvgLCIM3WENvra0kN/cUBIxYEcNTaNe9pobq7bU9NwBrX/ovbY7N42l2AGxZOAGGBk0iZvklBYPW7iZNKqdIJygHRS2iCkk4Ew6QKoGqumsjFttBlQIwbqGKBiaKipg7ZuqHZSlGRLA3FqBn5dhDDXraJKz0dBqi3K/TVkqTZBitGtpTW/X58wbgIsS2eCoMffzUvg165OG8PmA+CNV6bteXsOwPtyqQ/53Own/4fagq9Htq5Ri25eNpP/v1QzjrxU1v9zU0/WWQ1p/TvxjaAnUR35v24dbgl1sMXDk8Ha2gou/aZxVVV8CuA8HWu5QtZzfvX409sfuv+bXns/dpKHTzl+8gff8rOfv+Sf//QH/OT5W95djmsg1gOu6syaswdYU7VEq7OrnnYM68yUKwQemL2i0uULT1tARxEWlDFEggpv2oUbRr6Vtxz0yAMPJOIK3owcjDnDyI3e0ES540ilcMPIAxeOZM4sZDemBK/O7rS70DfU7b1UX7v66ACDsxGJHphJcJPdYMbZhB7+7I6tBz8bKNTfx2bQaIviUz33h03Otwf7PK/eanta0ifflABOk1EGX7468fa7w7phDqkayDKH9xg3Bt6Y582pWiDUpXM9OB4DnOrmG9Np/yIGogCEHMjVuo0Nat5HoyYmCkHvaDRGHZlkWudIZ2h1Y2L1kGahGnNHBKoFI42wMSMwtl/x4GzyZPFdEW6T8t0i3ET4dgl8LsqpBu5TxajFFpDMTTjGwrkmng0TS4vcHyeWEnl2f6bWwDDadyapkQZjS+S7Rj0L6U4oD0q6FeqjEu8D7WISFbA5KNlKo5KcjfP0OAR0boQx0qZqUfmu+1R8Fqlv6/fCuPniH0384l8c+fzvPHL6ZeZ5vPD4MNBcZneeN8bNMS18ezlwOyy8nkaep8qbOXOfCqcauU+215yKrU0PvkY9FFmToNLsO5yadYyb61bEOJfGGAJvysJtTHxTzryIB74pZ+7DyJuyMEqkVV0ldADHFDgVY9ycCxzTxrh5KMJtgnOFY7Ruad0WoccUySvso68fxfesoFttvZszD6FRWmCMlckB9LlGcqwsNTjjzoNebeAeSeIdpiwIknVBuwJtgjzZB1mfo43VCPtq9N9pzsv1i0UOnzYB/2qs/NO/jvzkzmRTh6iceoc0tvXiPFtS+zg3oghTMw+sqSc7LKgY22XBJQdc7Njc9NP9bTrjpvvcoAVFUZcoAGulS3G/mw76aNvYNH67abHqeJtIYaRpIUiksBBJVKk0TcZY8JcPIt5JzfbIDgqat9K2fq6yBGdF5AC1siacfQ/rFe3kydMeGISNOdG/zSgu4ZXNY8LelyLarjxtks+x1eMmbMnVKqn2GC4AsjMc/ZTjv/nhL/l3b+55PQ+MzlyDTULRJU/tKoax97uobIxbrlncfbtfPZbEcqEguwJoj7EFwECY/qPaXD6FJfExwFw2mXZnNtFf270em7J6ePU/0UGbnkzvQZogGxCzsWY2eUr2nw3B5sohGiv2JjbmJtxEdQaOAc9JNnZEB2aysx02YPB6PsUd+2qdW2sXM/Ny2VKYLVbqjOSqveuUMsTC5RODNgBfHC786nLgLhWT/8l13Lo1WPHY1pnEPeaF7TsS7HsJKgxe7DkmoS7KIQZKaQySPAkbrxgG4slbCJm5PRDDyFTfkcORqb4jhpHaJoIkdFd5b1pAEkFtslQWYwBedapaiETYxcjd26aqgW9LU8a4NRnZ+71KD3N38X6Pfk1WJlfffR+OXxiY7HKnHDoLsG3Fi772yOaHFUJzdpkSpK4+N535/dTjRj2e7uz0T824+dn/9Ae8+lfVJTkwvK3UMZCBOphJMReoWYizUgfID+bxEs8GtKwUpcYqmwqLPR6RFdzpzJswCeXWZEZt8AnorJowBfTYYBLMNFg24mgR30Bl+5tzWI2LuxdPKJh/jAMmGrXTXAFc9mUvWQd7v3U0WVXLxqLpk1qaEAqAff6WAulyDdisAIr/PVHeNyp2D50w2+c1g2Yhzp1F0+VQAWnVAKDF52I3JC7KKpPCQJ61sUdtkKK9n9aQZWPb/jbjN65QvxG82V9Z7/2un4cdwCNqF+/HPG+gJ7vbRmc+IRvbZuv4YaDNucKpmGfFVI1lcSmGNhc1Ap+q0k2wRomIwKFFhtBN4jx58+pnEvs7g//NIcjqtbH3XrFf0jVgvaoqXu9+77NtflfQ5mOAy+8CxHxPLJ2//OVzROA///Ff8+5h5OXtedfivZ9H87i5DZVLSeRUuNRExA3lnHGjvnntN7c+5RYHRmafYz2AhK2iszh4171LMpG3nMg68CAPBAKTB9hNGguQdWSRyeicTJyYKFTOLBQKj8xUB3qSf9l7+KRXpVz1BPiU8EBHdgFxkK0a1o39crCNLQUDLqzqqat2dx8c77tI2ePb5tNZN13P2z1tDAgJ1kHBq5iqQtiZs9nnsO8rpbICx59y3B8nbm9n3r05rIybpkJzj5IgujJuJpcKdcnQ3AJD6EwDW2OKB5Ldm2SqG3NilT763+5rRq9QFRonOa1gTdbMIgvBJVD7TlLmHOGeNpLIEjgEqyaN7mmTw7WnTQq9e5TPA+A+WSB7n4w5dJ+sMn0b21pRyrJ53gDc54XefW8pkcuSSKfBz5t9lyEGykWJSWmLELIyv1ZCEsobD6beWZWgnXztDooUA2l2dETETS36sU9wiYIuah/qYmti/R4ZN9/8WebufuLtX42cL3mdM0uNBgLXQCvGqlnayNQCyzxyqdH+t0Ar0dicjZXReam9QGDzaK1oqjFuehcX6+BhR1WYSiVL4Fwr92Fk0caLeKCqchMSIpBDXNk2W4cxA15i2HyPhtB1/F6B9OveKpHKGM2k/C5VTjX43AgcnDHaA1d7rl3zyYPTGJSD1LVlfIrNk+VGjOaPlAeTqsTRq5Z+DNn3dY9Xr3yPPsKokW5sHXbHPpqurBtJdlsvn3bufLtE/vHnypsFXubmiaWu8uso9t0/H6xV+8sxcinKyyExVUVkZG6N1ILvLwOZkUnOIFCYaNH8IzR1qZS5tcjOnHhrC77LzLU4M+eCdXEpINC7UImbCQcxmWaSbBVwsTp3ZrT/mp0LFMkSyd7lrify3XtJduuRPX4N3uxZEdc+S7LKYbrcpVe9YSddwUEXLJEfRCndTL31xMj+tqqx4w6psDigWHfFs6dFtIBCaCZmVlaG5qcc/8fPvyAIvBqW9TqzBNvAzcV91xY/L4sn6Yu6V09P2p0p0buiKtdy/6VubJuNlaMro7Sz/qyAZV5Fp9I4pmAsGsLKZugWmsEBmxyEWu1ov2vzPQcxb8f+nftcELZ4ZVjjFXsPYwfYZIt3wOJr8cs9+XecZWMC7UE/4Rq46fNpZaYEW+uujId9rIk1uhY5oFmCH4LHQBsDp8vzes5xKel78bh5PY18fpiYaiDTVrkYHTTzdRvseAg2ZwZn3iSxzlMd0EM3kBncv0/h4gziMwsLxfxtmJxxc2LRM0Uv1DZRfS2qbaIybSCzG5/LmtBBkExw1l/30+prTnJfrc7y648MEkkSyBIYg8+nYEX0TPd23KTAe7Zfj397Z7q+7uzZ51G22CherT3qbDhjmUvo4tEP5629U3DvttpBzn330j6uWH/y6T1ufvK/fM3y6obzD0YQWG4jLRloo059q+5pUw8GipSjIGWTJLXsoIXnqCoGTKCYD45fs+ZRIxu4ErxQ0/P5yRkzSzBa4e50isrqbQNYvl+xIk8T97vBXr+nwRUr9k2y3g9+OsNk7zdezB8mOgu3e9aEopu/zcrSafbcqZlEyn1q3gNwuk8NG4AjO7Sw+9WE7lez87DZDxXZkNXOtOl/q22gDWqMG5nK+np6c/hdpsFvMie2E/kx8GZ9Dn0R7T+6Zt0YA+F9sObEUQzyAAAgAElEQVQDHq0rKLIHb4qDNddSKQuoO2hzLsqpKOeqXGrl0ioXXVZzUXtRCAgnjYwklta4iQlX87JR1mEJDhKFjfnztLX4R8/ZjmWzB2N+J9DmtwFsftPP/gOOr1694y9/9Zx/9Rdf8MNnD5ymZIGXt9ir7iOhKlxqxHwhogcgYXfcV63stfvU68WmXuXpgKcDnOvz+/efrUUJi1ZuOfBWHjjqkZM8EDF3/aCB5lXTUY80lJGDG84Gbhm4yJlREye2rkPASjXu2l3oQJIFxeDzGsP6+oLVP1uv7JbmWnC1C7SqEL1C0bD1jybuAyBXtOE+RLYACFirAvaz7TkfO3bwxsAS3OPm0zNuznOmqfD8+YV3b0cz1VWIoUIxLXQKjaWaMfG7JZOl8a4mBGuzCb2KaaNroS8L3CTl9STcJAtOU7DvrGBBhKhVrqKDM6OOKxNrEku4rlpjCoj7IEW1NruzVo6amVvlGBOPBW5TpAG3STgVA2+iGCX4Ntvc/XyEt4vwh0flmznwo2Pl2yXw1Vg41cAYNwbVGOxd3OTCUgP3h8m+o1xIsZKzV4tc4hJzQ6JLXQKbxCV9gCnR24IHkCx2wSWBYmBNmwsyRPRSHbzRjVHhsilJlqTHu0A7NdLth4Ok3+d49fdmfvlnR1794Yn02tghp8eBXCulBiaMcVMn4ZAqUw3c5cLShJtYaUsmi3LyxKeqEGvgPjVez4HPInw9mSfary62VzwsG2jcrMxuc8U7kr1rEyOJN3riwMCFmey+SQcGemefQzDk4y4bbH2XA1qwdp8Kx2TryOjB7OigTmtW1V6ZMXJttvmhs96p4OZ1FUihMZVIDI25JGJYVl3/+jpNIBiQEjw5W0EbL6vv58069qj1nmnzoX3O70tf8J2B89QE+/c9XuXKP3ud+NGtMdt65xvbqi05zMFAuzHC46QckvB4aYxRODlravb9wHzPGkkTKo3EyIU3RBmZ9YFV8hQStc7sNeSyoyIFSTQtiCRiuCGEgcBA9LZvMYyYSbGVI3M4AiaTAsj4US3JGhxYNvNTm1cpdLNsAAMP+37aCwodZB6DJS2DJz456Fpk2OQnvcCgayHBknMFlEOy5GmI1SvmSkz1aq71/WfPmNn/PLr8b20L7o/vfXasWPHpweL/8ovX/PzhdvVY+xjjphvQ9rk1BmOeZLFEvBca+mftgGEPtzuQprB6EXXmZm+K0sPz6Kw7cdl2c2B5cda4XVpK7+4DjaVtss++ni0O2jwN/aNsHN+6+9ka0rIl1x3g63PnEIwpepMaUzVp59LCTjq3gTS9tfpTZo0VLTawZz83+nsxi4OwPiaCtQfeHXuCvk+89/LsTzlejRPfzQM3qXqL+I0lrGygZNM900ZXgZKysbGC7K9XY34eol3XNzFaoYCBB7V4pkkjUahkVKwzlIRIrW/d0+ZMDANVZ/PPagUzUm9r7tfcQ0ucXhEkrxDa2l1K2roBrZ01PSYtqhwlmK0A2z6136/W+F2va+Bw7W8k2DzYAzZmUKwrw2Zwv6sh2nvL8ZpNc90OXN2gX4ixUWswpqma99Z+WanaW5rb+/nUc+ev/tvPef5vywpy5MdKHYxV0k2K42RATnyrlIOQ3yl1hPxo8UTwrks2iTYMQwXCzGpLIcraVao66aIN6mwZoR0rconwfEG+y+jzAm8zJIXqIE9/DXXAx49SxNqBR2PyGKhkpsX2Rew+tCd6UrnyqEFs62zZ2DAa2FqJC0izZjFxCc64iSaXCkLc+9z42+q3g7ejFjcgNlBI0cWZNqV1Bor9KUfPw1KNjbN4nuTyKKm7ANFPttTW6aPGuJm3zm2/zfgtPG74KHjzQb8bNvCGqluVzVdzab5hfOBP7ds6rmCJVx+0AzjOstm8bTbQ5lQaD6Vw0cKlu6czX9llBQKZgaojVTNa7TT0DSYHsQ0l9O5UHSwKjE/eJ+yS3Q7IXJ27jwSn2y/77/6OoM3fUrBmP15/d4sI/OmXr5nmxN1hoqmQtK30wgxcSuKQjJ56iIWpRkJsTDVAaOAeN02g9oBk93f6PHraMaipLcqD8SN5XBpVdd1AZupqOJsZ1m5BAME3/MpCZqBh9odRI2enhE4U51hYIBzFjkHMuJNmQCDeGUiCrOZ+vYrQb4MlBMUpw73C3qtSIbCrJGyu+fuNqleRnnrd9K4wK+3Y20hH34iCn+MeDK/ma31j9KBp8Mr7px4348IwFM6PmeR+PIAzb+w5qva+igd8xoizAHBYGQaWbKroGsham19jNZzK5ktyqSatnGtjblsHhoZylsvKugKo5mJs1W8aQcPaRcpnAAOR6JWlLIEcu7fNBth01k32BPw24V4JNm+/GiuC8vlQiaK8zJUctu8X7PufvdPWu8tIlMbrhxuOeeE8ZwbvBJZzJZRAjI2Y3KOkms+NVBAHcxwlBGRjS07b2qlN0eIBzg58XkHqFNDSTObX3Ovm0gg3geW7T59EPfwscjgsTG8S0yXRVJiXxOL+SEuLzNWkQqfF1vWHJbG0wDs1M+ILcKmBvek9CI/FWDenYv8fi1IbPJbmDBxbXyatVG0O76kb13api9WHs8+YgySSBIYQvHuPcJMEEeHWwYp797e5SX7t+3VvreFN7hQEDsGYIkGUQ2gcoiXDN7F6NXfPuLE14JgLsUaGZO9vSNWC/1xJrZGGuvrahGw+SOnQ0CqkG2gLhKNRo99rIQ/XjBtn2nTT6193BLYOZ03R+dOuO+cq/CfPLXF8nqslUBEuzrzqnVw2G2Y/HqLvM2mVF02tcWmJrAbOCdFagwezDCZB0wWRiGolSKbpQm1mAFrbhRgOLPXBmDa1ECRR2onAYBIoNylYEylY965e/RYCWQfEm4H3vSpJ/2+FpCgQoqzszs6UGJ1BtTED3fvEQ8Ds1e0qvbVzX4NllbRYkr91LOtr1aUmUmxrMUD1WvJggIJ9KpPqWvyVPOkSZ2Cs0va10ABhpzf6bWTtf9Px/377gqJw50WN6Kyj9pRxo1sr7MENeUeXQWfsfnTm0p7A3m/2olT3uSnNgJAuiQIDXoYoPCyVu2yeWi+HzKkuvIiZ0pScLLAQL1JemnIjgUtrjEPg7dy4z8Jjse5pS1PGgEuVNgDJFbEcosXg98kYakePYw5XzBt7r0k66GQ/G6Ptdd2rbQybiTVcx3l9dKCurWdHnD/kYPKTAlZvKR+dgdiPnX28nmf/tc7+quXTJuCPJXGfeycym6s5WDxhJrAe+0SLZwY1kGAM6muSyf9zMG9F60cHixrTaPJAeGq2D110oVI5y5lZzkzOtqksLO2MaqW2iSYLtU0uv1ws+aWiHhObx4353EQHa5IcCEQSI4HAqEfztdHhim2Tg8VDKQhDL5KncNVFKgY+yEbO4bpbnfgaZDH01m2zx8J7+VN0hlcMmxl/7TEvHZy02ZZCo3UA7UmedwUue9evvVwzOlv1U44v/9kjOgQur2zDreOuq1QweU/z5KIePHYe/X7CwA7vPrVKgCzE8Q+2FZTVWTQtqwMw/hztciaBqOglenvmgDoTV7t8uogBOP1vFFkZMcbysZ/1rlBhNqmTNJDC2llKmm7AimMc0Q3C+vPpL9e2x+21dQN8Yn8t870RfX+xDcV/f24G1hUDWqSqgTKq192iwn6eCIRgoE1n2sRgQI2zY3eLzQrk6GHgdxm/XTvw3wTeGARrb7wH/B1c8mruSjOgB/sKtbMGts+yH10mZV4nptc3nxtWI2LztTGmzama+eyZeV2gGpVKMQ0mZp5VOgtHMUO+Zt4WQ5CVnrpop6Ru0qinHjf9ve+ZQ7163c/NWon+ENumP97P9f749PaH7v8tHs9uLpzf3PHX393z4ubMXOI6bcADGz+XS+ttns08tLfx3IN2HxvygWNfOq8Qe2FlXCGBO0YedGIk86hnMgF1vv/eu8Tap1qiPjJatZLESKJ3l4oO2AwhuFZcmJyC3OoW7Oy7QwhboNyDmYJtXuZVoUy6BcVrK8xdRX01X3N68dPndHlUYN/2UJ3CrA40qZmLeYD1sWFMqU+ffC8logq3tzPnc14rHrYhBmoHftVCtuqV8d7No9Pj65M5E/DzGuDtYgHnuXolvRh9n9rnjwF8JzmxMHGRR2ZOABSdHLSxLi6wGYEGidzoPQDP9QVNlZcceazKS8mcSuPZEGlqMyyv370djyOcqvAiVx5r4N5BqX07S6Hru82czww/3ZMkbVrr3tJ5ZVeFbiLb1yw/rgwcO0kSZWPhwL6M+0TeYkBOSBEt9brsWnXXMhzzwMkfn1u/r3Hzg8K3Pz1weDZRy7ZmiyilOtUZNYldqpxrWrtyHWLjXIMnF9rVr+u19yjmz/B2Ee6zMW3uR2NlBg+8raJk76WzLy5y5qBHHuWE6B0nOZH0zjrZqVC0UdQMru07jlQ1wLm03p7Z2DYWpPb5IgyqFA0cgrKIBfWbLMro4yk0RM0MFuya6Ybk2cEdu19XoDQmS1xS8t9JbWNqBdYPuTJsks+T/V73dHgQuHaX6sen4J/HE5L6622v+6nGbWr8m8fMV6NJcca4sSIsdLHq47KL0YYAj5ikbRK8M6V4QiNQ4UCmaGXknkUmDnrHaymkMPIoXyNE5vBA7zQlEljKiZxu0LlxyC85aSGFI6qNGAakBYLYuhPCZlYMkOSAUkmMV0WHkYwgHEJaJVKjO8/eJIt5jskKYTdp6/oDllx3wNDAGk+eXMJ3cDA5+X91eUovJKxeJ54kB1GGUAmYUb4BHVuSBXsgxtb6XoR46n/YO77032G35u8Zpp9y/PjukV+dD1tC2GNFnC3RP4vDtl22sRnSekFZvMuWWsfBHjI3FVLc2LgUO+9nrywvYv5afX87RPG1yphfh2ixySEKj6UXijYz9NLkyhRdxObCpaox+hSG2FksmySqAzbjCto5CCW2B2wxz2ZQncNm/noTK1ML3Ma6sbZgZdD077sbUQ+xsrTATaoUl3m2HQi0feeWS6TYoFo3so15Y7GQ9rlxlZj7+93NqU85blLlVEziXVWu3o95PO3emwNU0dlZHbiIuAesAx0GAtq+MUZTJYwhMLfGSKLQyGrM8iiZKgtNXbIp/TrqLb7D5p9VCyF+uF3x1s8NtmbfEdkVtKIEgojHm50htLUCl57X+zHsjms8y3X6lPrR59QetOnrjqDrXpiiSSg7sJJj2+Jhnzf9dohK8OdZsbKtsZOI7vY5z2F3oE77xHPn7Z8eOX5djQWiIHMDDdb2O5nHTShqXZTOxrhJF2PcmMGvrK3BnXC2Jk9dLqXZwJKa3c8uG2iisR/995J9fsaKniPhWGiXhGSTvRrYs0t6qhgGkIRw2XxumseKBhBZZyxPodEIcdqAl5ZB/b2rA1TilEPzysE9aOzzxEXRPrd3aqG4YH+nboCUGE1x9bFJwWRccWqIBmRpSAqEnQHxCvysaLvuZFIeP3V/iR3jxn4ghlTWtj3ntxy/fVep/uHYNqb3wBu2zNwAHFlZNwTW7lLGMjLa2Sr56Cicb8zK1mVqlUw5eFM9iJqbeQ2YGXHj0goTyxWq3Nty2nnaujoEgmu+k/ngaHCQYHP1760aFdb38fHztEt2PnQOnw6R3x60+Rhg0x/fsZ7W+/vf+dDPP/GYFvNweHaYLFhLVuWV/v2KgnjiHSqqka3VrM3x5NT8JrY99KQ1OGNrq7xcD1vge6tRr0JHa/Wc2GRLWY48tpmREaWtcoPVcNY5FACZ6CybwJGBLNFlDlZBCAiHZAGldYUxaYsgHHtw7FVMe3zT7irW3lBQr1QJB68+jcEMQi2A3nS8FgDbpz/EiiIModNAO6W4rTTOnsh3Rk0PUPqGtTdf29e69s7730cg3GU+tVkFo4+nwG4HmroJYe+eswZ8og7YmR68BzzKtayus25MqqZU1Jv5LqsWfOFCUTcb1Qumjq5rkNPXlEhCiGTdureY142BwodocyGKmcweolUmo8Ctmwq+OlTmJrwarPJ/mzyZ9KSgB/ydkt+PZdeGNmAAlmpFvaOUNkE9EQ9RaeJeEF0gXzwBF1uT++m2nFA27dncrINU24PR/uR+Qe6XKy+1tg9ogn/foz4a6FBmodbQ5cNXCV/1Cm1xOWZp1kWqsysVVh+1qkY4CmJJrWCsG/NMsmBvdl+JpZmHlqp6y1OoVET3e46tE5FglUiJfo1HxmDX4hg38+Mk4oAA3CY7f4OzHw7BgJmDXyOjJ9AHZyXY2tBWdk0PVHNoa9eoEBqjFHKuDKkyjIVhLKShwVjfk9aBz4cCnUYgAdoMMmCm1MMaKNjYA3r7fWiv9/jYaE+On2hUFb4YG8eoK3Miu8ddEmODmFTB2J/FA83bZB+haE9Igscmm+kv5Y4sgdq+JJNQ+QNEIymMFCYGuaFwoepiM0MyORypaSbFI0O8J0UHZOKRykyMg+1NwXwlcjgiREa5Qwgc9dbu60gmvee5lUJP6GGIxkA8xE2Cl8TMr/u+tJe7wHY/h8boS0A/b8fOitkVAWxtNdnz1iHU2DQGQlobVdW+rpspfopetFBZpfP2nOskt+1ud+kCfD+Mm7dz5tLMS8rCqx0ABV4C7umtFWO6bCqJrpdBf16/cD7kJdMfTwFi65eUrd/BmU+psxeCnUsDem3Pyc60IhhHxV7LuxtGcYbDBuok6b+7xSvbbWOypgBZjf2XdZPNdUPhPf6ffa++T+ZDd+tswCG090CY/t11TyRL9i0Zt4LX5lHzsSErKGBxU2W73wGcPvbF2V/3mr+vUbwg0z/XNuxzNY/xWrMY1M6dF/Cw7wW8iOPfURTWz4h2Bs5WjAJQaTRxc3T3tFkZgH2WPmn/21k24DGxZMzbxjQIg9wAcNBbZ9yM7q5le9wokSEEosdBUTaQcHDQsEvfto6J7/vadBZXv9Y627Qzb/r82Obch7/Ha2ndBtoAK5PmY6NLqWCbK/u88FPHyIdvqnm1JI89o5n02nFj3aiYLEo7q8aD394ZSr2j1Co5kg3AUDHwRiMQNsuTbmRMYOsgNTb7hYN7Yw7Vi4Pehr57QigGchXZ7itI8w5Sq3zKAJh+FG+ht7JgqgM1sgE1/T7468Aqg6pZVjYOIqs3Te+o1ae6uPqpxyOh6PramgRZFE1uRNxZiwUHcLxj1B6UeTr2j/dCaGfsqG5snN9y/JaMmz0gwMa+6Y89AW/2kin6PT+Rdnw/OXzqd9PzhM3jpG/4XcJkydfS1I0kGwuVeU27JioLRSevn1eCGu88kqlSjIvj5sUGzOiVj81T/GOlcO4uzq0KuZ2zvYxgO7LBxXL1otfHX3f76Xfzsef8LWDq9HPU2S61vf996y7IkvU0qE8zoaHr5hzpQI4FQIi3DuT6FEZfgFpjq0w0WbsJRQ+gghiN9D6MPLSZRKDQLOEW8zeJV+EnJA2IB0D7Ns+Dl5cOnnT16uVtsk3qNll16iY5syI6mCIbC2cI6q+t1OBBDnYsTj8X6YakW4vfXulbdkbD3YD4Q675e5+breKwBb1787XvI/D92AgeaPXbKltlQ3tQw2ZC2J8XwIMeT6Z6fugBgDFYtvA6SmczWXAbVJxx01ZZ1KJnlLp1hsHa9fbKVZcsBBfODWQiwenBNj/GaHNh8Krl4P+P0dbtY1Qeimn+35TMZ6HwZsncpsqpBHLu7UDt22kORmz+W1u3oKrBzsuT6o8EpRTryqVVkOyeJSO2pq/tZnxNS098udjW/y6bkt6jxveKdV94Iqt7ur5/iiHR14fIWhTo48rjycoC/r6evE86eKsO8tjo+EJVdRboBvL39SeLRZjSAWrfebI7i2SvRI6SUDVfFOlJUtgS6dqs2r00A3mb7hgQoRtT2zqQfT2wJK+55KWRnG3TZZJxB9gYiAspVbQJw1BZlkA6VNoSCD4vYu7B7AdikpV11e/7bZ8DK0JqJ3+bF33sfnZ1gmHH7OWTgzb2VgwMP/ZqbGjWhUvFywUG7h2wRHt24L1oBx7Wd87mVRa9imzJSptuuImJUIRBEm/akYBwlguVhSmcaTTm8MzWEckMckMYLFGKYSRKooZClOTMnpEggSw3qDaOPAPgRu+IRO7EGKK3MREdrOkG2AeXR91mk7bcuufXTVL3fLL11VhHblC7Js9bpXuV4O58Z57WjHoBrj5JcJq+H6yaB5z5Ce73n31cVr1hQR89LtuDNv1vfOrRE+mnSaL4Y/3RsIJLff1xtuv6uTrL1xPPYPPrEHXHhNo+3E3a4v/O+mtq3/FtsgLBfY4coh1vsxhYko1l09edKNbBbmmB2wyP3rnusdjfKB6vFLVkurPROqB8ExuXasDVpcZVPrdnFvV50vw1lE1S1ufPWnTpJXFY93v7nCbBXZsqhLqCYX1udJaW9uKFfwelBWKs4MWNnmNdrUjfc6zTP9feh3D/2TujKHk81q+/5PlQ9nlXRUyxIhuolx3MS/7CqQUqxuiy9tyJKongnaY6ECMEoqRtvQkjKRrbz47VHpMRkcAY7lBtHLijUTmoATi3HBCEg6RVHtWlwAdf962TlK77W5dmDmEDLLs8Ku/mUA9FxI/92nv/+tP1PPci39MYZL8+XOV2vt9JUPe2YT0+/f1+/Ur49GsNsHm5dH+Vxsoukb73Nsy7pqfZjp0I2zRfAZ2wATIa9VpC5XFy86KNZsv1V9NhpwaGoaIlcLiZmedEzpVlMfSoVXs/K4gThN0FuL5/qRt40h9bP7ODSyLGFIrVukoZs8iZRN7qfM/OVWEFpfrrSZXt9WUDsqxLl/2s4q3DQyBNzY4nY9/0BlYhGGNsZd00taRzc9a3LlIxXAdOu5//TcZvx7iB92jyV+CN//yj4E2H3lNn2siKhvcEbD/2CKayuez3oKjpViG3wEBX/5KOKDfqiihvKaC/Ph+nJT3BYN67vWcg7JMTkd0vC1cJz4eo4x9tEf6bQJv/ACDMv8/ozI7zklcdO2yb6348ncs9Ee3p1V5WZcEwa+bdF+MUutmsAaAdtFkTd919tyuV19gyqY7r367aK+l2pS9uMrr4nGmqqJo3xdIE8Q0oOZCUxTYh6yRklcyepN8k3YAb37CzbAFyVnWPG+8e1JO01FYqaDdey04JPTgoM6TF6OgRZzdxpbftlYG95lvVfE9U45X5Gk7Dfsq+8VP3SUdtASlwOBZKse+i0TeqTp/frsFrffv1a/XNve02geAgTQ96++85S9KAOI1MmEzuUb5FCJzKNwzxlvPymkN6wVTfckgvmNvEEO4IJBYmbrhjZuGF3DCGyPMhckim/b914K4H3Ss9fPc+FAPpevDZh+fEFL8OmrNulA5kh9WIMjfblSxY2XVhcYNZY7XZMURFC2sLe3maUPdDEgNCUkBWCU1Yn/t0L1i/gyBo0Y+zEX+PIx63NSQGW5+XRQnaaBqugre9/n1//OCSy7b9FQeE56rcZWGuZhc5NVsfihcQwORSkchCYdQRRbnFDGQPktdKeApb9VuwinkHoS1RltWMMfvacJPquiYMbsTYjRePuVBb4JjNZPiQC2uXqC5Zic33LLvmc25oCcbG6tLrK9BEHBhjk0h1uVPC9/+rp283k88B14Vo38D3haH9id/3vP0e5k0OyrsiHFy+sTI48ETTmZ/d/+Xg77V3fs2ebBiDC7rHRA4Wm4zRrtNDEkpp3Etc96+2+xewrlFZDlSdQG6oWojBKttdIpXCDVEyWY5kDgwcGTmSW+aWA5HAbcwG2uSAYN5JUQwYHILtUT1JepYNtP9sUKYGL7IxjJ4726+DhEsLPMuFt0viRV74ehr46jDxes48z5V3S+bGTWHTbo8/psLSAvfDwlzjOj8P7q209xrZj6dxQtit+0+lsB8a30fh4X5YOJXkbMindMP3xz6h3JPQ+rDCg8lgmoPEW5enLptmnY80e/6+eGUxsR0v1daPB/eDeFy2vzv7Xvh2NlbLd7PNjzezSQAfi83/uW175SqLasYCXJrwarAS26vB5sttNHnKTV9rMOCnGzIfRTm3wH2sPBaTq3apM2yS7738O3riHEUJoa5yz72sbn/0d0vy17aiVnCmcVwBHDBQsMdH17//6UYOjVNJjLvkv7k/jYGXdlvYWOY9IjYQR1ZsvIqxn/qeATsvIp8YWQJBxf2uMpFCdHPiTSZlvn2rv40Ya3c7xvV5vWDTf7cXrcCyv4CQXJZpAKGsUjv7/AZC9Rb0vTDRWTW9eyJ0Y2vZyfK8YCndO2nbw5PHw6uh9XvHLoGyORrcTqDLoHpBM7o0vxcN1+LhriC0N7X+vsZyF4hzs4DQuxtJDA7eiLNYHLSxJGoDcDzt3QMj4h9HGtQIoQo1qzNsXCrVgZuonoCpyaSKEA6Fdonk24V5TgxDQVUYRzOiMeaz0GqgdmCoWn6HGhAjQQgK9aAwiT02srFwCr5fmgGzVKUNUCu0wYCsNnDFKFpZOLqBNFKAAe9MBWFxwKu7u/fz4azi/lo1CzFiUrRqE1Y0UIMQSjNfNdWrLlH9v9S2+eCUCiH06oSNDrS1D++BHxu/Frjp4MLqa3M1POnoaDd8FLwh7JIr74RhTBVLLPZUtT72FeUe513/5fdHeLJp7tvXrQuNi6Q2K1GnrzuCJrJR9YIvlAbcXbMTVhpm4Ana8+vO6Mfe+JNk6entD93/m4zvAfy5zCaV+vLFA8sSXQ61X/ACoGuVrhWv0ixCDgVIZG+Z2uUh0gJZjAxprTDtG589AI27zYx+X6AVqz6cSmOMgTdzsS4/alUnVasInEsjqrjJaOEuDHynJ36Q7vmmFL7KN7xeJj4bRi61+5WYT4B13XDqcNion72N757quWm+9/TfrftG35zUj/bcRve0GYIFSodk3ibHvDB5G8vLkq6o5H0ET9RTqpTiQE37cFVy1euuQA/rBvepVXZjNrnGsoQdG0vXqkoQUDE2QVXhEC0p6Frx3g2I4OK6FjhGmJqt4pcm3CblsZhXydMY4SkAACAASURBVLvFqs+XqozuUSQIRw68kW+44zN+1f41L/NP+Gb+17wc/5jv5p/xYvgJ5/ot9/EHABy44769IBH5It6hCp8dbHl9li0XfTUobxbhNiq9w3FnDt75exSMWSOyV49fjw7edOP0/k1PWMJ0KokxNi5FODprCHwOLJGUGvMUOeRCuQSGXGmLEAdFF93AltVnhCvmgzYlBKFOldAjL6N62B5AQGu9ep22fPo1Z/o2kLO90VKMqttabyUfrEDg87e4aWhpFm5u0jMLKvbyqd5+9+yBz2Oxtf/s9N1lD1SJEDWY95UGbkJm0cZtTFQ1yWavdg/BZKF229aLLqe8z7bv3CW73scdkJt9DRhjvfIQ6XusuqSkm8EutVeaxYINcT8NT1Z6AJpp1MXOYVPQ3EEe2wtbMZFgU4gjq5G1Rd4WgNier8bW8tftsYHRge362u95+qFFpRd7OmL5CcdUAz86Tgy+xnbmUllZvs5IwIyrj94q/BC7BNaO/X7xfaUpvDrYd/D5aOaDn8cbGsozjkwUjnpk8jilSmGUOwBu4xcAPMs/pOrCbf7cGH72LZE5EElkHRk5kHXgxj3YbkJeGaGwyRI6QLjHZK14wNXek53ZqnQ5h/rr2Hw4uheSSX6Cn8PIotYZsqrQfD5nGueSGGLltCTGaK2Wx1SYazQj2Bq8kOBAINYiPPgxineh9Gu4Ori2Pn+XtKO9xfP3k0z91eMNlxb4fJhtykqPafwJTt0vYp0ATzUyBvPTyi4p6PENfm2Zr6I669j2hc4YXpnDsrH9NgmwzbkUzFagg8JK8+5hWyLfZdoiFrdEj1m6f42yxTDmX7SZVGePf3sifYyVuQXvEGVx3NwC0YGnLtNZ/Pu6+Jx5t2SC6NqRay7JTbC7T4mtyzk0lmrgS/GupKWGVVa3eoxIX48doNFI8TXQUpjrJH4tmGhvy64ruPOpx1TN3yYGXZM2y51c9uTs2e6NBL6Ops5c2/yUgudavQPVMcKlWufMU1GOyYyqu8/NVSfU1afvgGpjCHec9WvG+CVLOTHEO2YeOKQXxrwJI9mlUc/0CyY587J9xlkuvJQ7Fq28SAY036QNuBl8rnXGTS9eHeM2r8HWoi0H2xkRszGQ+hrV2eZFrbDR51oEb1Rh8fGQ6jqPSo2kWM2LJhgAoiJE5/eHDgiGbV/8GDmis3K6tEq+h3Xn7s/PaA7U+2wgwyi0bN42GuRKAtWcSVOTS6ZGY6YgLhXq/5O6tApAnwA1ugE2weO8fv04QzceK8spc3x+4fz2wIvPHnjz5obnz0+8PQ/EVKlLQOcIVQiXgEYlPQQ0QXqw9x0v9hnTxdKXsLDFEGLAlLgnTbyoP8d91SZrE87atpxN6mRhhzGJxNg6iDGJVpZPdT+b2YCbsLCd08DqH9Q6OIDH04Bko83LZTHPmqVsLcfBKWICyVt4dSBnLuvk0vHDHlIfG7+ZccMHAJwrIGcDcFbwxktT2kCKGtOmiL3JgGnnnVq974feJ71qx5af0Kvt3O9ou5Yoy07mENVo6VHyLtCxVaF3XOgBj9EGgxv2bWaxeXcM0mnB6hVbvabF9du/iR3ztKr4sd/50O/9RzjubiYepoF/+8uX/PD5O0qNVwFWXVFrZw6oUXkVYaqmfy/+s6puSu2JVPP50Ydg2vyz9M5BG3jTk6pLtWRkbsbBWvz43VwYg3VTGGJwiYLww3zkVBp/MjzncWn8+HDHN9PMfRx4syzcxMTj0ji4fw1YReFhUZ4NwrezJezWCtrezKLmGdBkkzwAaxXzD48XfjkN/NHNiXdL5vmwUJqsLVRT3LpDHXKhNuHlbaHUwPO7M8uSuL2ZzFh0MBnEav7tnjFhlUpskokY7HFtm/maeoea0o2im7EzPvV0PE2ZaUl89tUj57f5uh1jrxJ4tSxgiUMU5dTNiZ2dZ8fuWeJzwauVl2qBxLvFAoe5WqL12MFlhG/lNXf6gj+v/yev0p/ws4f/nR/f/df823f/lB/d/xP++vR/8Qc3/wWznvgBf8JBj9zJyPOUuUmBG6er96CkqPmlHBy0EXZBSrTuRWNQ3i6RY2i8XRI3sfFQIjlYICzoLliDWbcgOYiiLaBBOQRjXB2S++L4uW1NVv+gnBvarEuQBAiDrdsyGkNCkm1uK6tmCOvjwVtiSQ7IIaKnFQ2xQMg7S2lTZAzouRLGT59IHf8IHv9lZLwvjMcCQdF3Yi3lJa5B+VkscXwzZw658u2SuY2VdyUyBuVSvYoX4NLsmn2NcJfg31Xly6Pwb95WXo6Zn54mPs8H3uiFgegeaxeOeuDb8A2fty/5Zfg5Pyx/yDfymh+1r3inEz8c7pir8mwIK8393vfuZ9nm97Nskse71FaaePcQ6Qni0gz8vRQzXD6VyLNgLIAXcWKukSFW97OqBMx/7O5m4u3jgR/8wVv+4i9e8OOffMtf/9U9n3/5wHxODGOFZiwbYO3ypG4w2O/3boprAaMzTWFjaw0BnS1Y0UtFbhJ6qU4NYFusd6N3oCLs5uAnGq+GhZ+eRv7u3WVdTxbd5Cf9mpsd7LtU8/84VffPqte1F9mFBMXlbg9L5eUY+bqe+IN8y8/rI0dGTvJAkcKZtwCc2rckGXksv6LpYolTfeB5/iNmPXEbPmNgZNQjIweiJm45AHAfB6qqFSXgqpNdDkJv7X2I9t4O0boZWaKkawzUvWyGVf5k++2l2h58qeb1M1XhLJHLroV6DVvBLUpbO5pVDUQx1s4h1bV7j6oZz6p6EtTj3W6m3fcnT9jN16xBb7ut3mVoB+Tsvc4+9fj7n33LX76551QjN7GyaH9fG3O86s5Anw0krrufb1LMTVbWvdjGoJyq+d4B3Agr8L80YfaQ/ISxY5oqvzo3hij89N3MsyHyF48z9ynx9bSQXQpeVblPicdS+eqY+WYq/Pgu89N3lT+6i/x8trVuabb2dcbEfTKs4S41HmYrjDyUsO5FHQSc/VrqDNe+P48oFxXuc3FZXl2LESt7ImwFLdh8+7oMvM+d3mlsb26d3M+rm9I277A4l8QQlKV6q/k+X3axZA51bZbxKcf9MPPdNK6fa88ih01iWP362/vbGZjz4TWxA3pjtO6Ht1l4PFfuU+JXc+GWgUUXjtyg0jjxhiw3XOq3DPGWd9NfMuYXvL38Ow7DKx6nXzLke6b6jiHcAqDaGOWORSbu9AUzC3d6y0IlYQWTKCYz7WtKX4f2HaNCcGkX+zVnY6JHMdz+Jpon0l1qnGrgLlXONWz+fztPx710E1jZ/mNyJki2Y3ZPrpTqxrQJO0uBYN5BISoJM+c3RpTSPD7uY58Pfmpz4m//wQ13f1UIS0PUgAsIZvKbAQyAUDFJUXFzX02ClB2IMTijdjHwJ15gfqGkd8LlSyW/FeYvK/FdpH1ezHz4pqA1ILERc2U5DRyfXbg8Dty9OnE+jTx79UhT4bNXD9wOM7fjTI72HUw1cpoGYmi8fTgiXzbqHLlMTqq4OLCzQLwI6WSIdCguhfJLVlS2urR05oxsQE/z56u1Ge9MnLDYMZ799zpB0hk3AsbsdxmXSgdvcL8goY32ntBgbOWd/s7ahBt4qk2RabZJPi8W5JeyA3OC/c/JzIkv8+80D36Dx83udtsBOB988lZJ61RoCYKmDbxZuUu7oK9fMPsqvx23za+DOBt9fGPFbPfN9LFTARMF5cAil5VXYz2lRrKOJCIjA4Mka08XZA1uDLTZqptdh7r3BTH9o39hT46/dvwuZg//kYI2AG8ejqTY+OMff8PpzcgwFKOZ4YGV66yDGG3xMmdSrJyXzI0o5yURRLnUtAYyi1faLh4ACT2pTaukYGldXufdYdjaZH5XLjxLA49t5jbd8Hae+eHxwLdz4eVg8yB5Bbw25fND5Lup8XefZ/7ysfKPvzjw03eNv/c88xePysvR6MQH9zyYG3x5FL6b4fPRuhd9eTB2x1eHxqUKty4zOYRN8gSWPJxr5Mtx5s08cJ8X3syZ+7zwuBiDYll6IGRtoHOoLDVadek0EoOynEZyqpRzuJJKSVBqDeS8sCyRITVmB0TaLrnfP1+bJb2qxtSx7+7Tzpv724nxWDi/zet76/riGBoaTU415kKpkdu8sLTIfV4s6fJjbw++BKuMTzVw4wHmzah8twivRvhuFp4NwjcX5RCFuVoXhD/kB3zNd/xp+K94zV/zD2//e36h/x//8O5/4Gv9c/7+8b/jHd/wJX+MaHAzYqFoZ3eZlObbqfFiCEZD9+v5WVaXvGzsq04Jh83EsWv+uz/A0+WgYZR6Yx5VLjVyiAunErnPjdOSuMkG7IEZPy9LZDwU5ilyd1dZToF0X6mPQj6CznolbVnX8uRJdwro0qyiUNXMiueGDAEZom1YSdBzRaIfj5H6y9/NNf/fZzz+G+F4axTd6ZxQhVIiS4nUtrFQgsBUEjk0LsV8GeZdwg5bB8OmwqMn5m8XC4S/m+HlmHhYlBdppKjyXA5UlKyRgw4cJHHTRl6kkeftj/nsmPlsOfLVTWSqI69GA/We5a1A8NnQOFXhR8eF13Piq3HhV1NmCI1vpsRtarwrw0oVj6KeVFkr8PtUOdXApUZONXKpkbkF7pdMwxLxHtBeSqK2wOtf3XIzLrz5+siz+wvndwOHo82PnButemI/NuoM+aDUKRBio062n2s3tg5efOlAztrhslrwdKkrmiG9vN8nso+1HXjRVWPRPvGi83rO/KfPH8mhcZucveR1pt6Rpifblxp5NRjz5tUAUwt8NuAFBnZFBgOKvzwY0PNqzJwK/KP4jFNR/g4veVcKWT/nrAt3POMiJ57JFywy8Sx/yYN+w0Ge8VZ+wZ18xqMEnusXVBZu9I7s4duzOPJdvfBiSPz8fOGL48jPHmb+5H7gVxfly4OZat968m3sv8ZDEX58LPxyivzp7cJfXjJfjoU3S+TWkyVBoYmfG5Pk3XmjgefZrun7XG09S3VlhnbJwupxg3naRFEel4xg3d06m6InTD1uLi0wpkJpgblG5hod+IlWRVWAsMZjnZzVGRjA98Kc+Oe//Iyqwk9uTwZKOWjeQaPJ2aAnlwS9K4m7VHm3JI6xcmmB3IFC/wwd0Fm849PShLtozxmCgYH9552x2eufhwhvZ3g5Br6+VI4psjS4Td4sIqfViy8FY/a8OmSqwh/fZ4LAnzyL5GAFp95IoZvoZwfP/n/m3jTW0u3M7/qt4Z32fMY6NQ93ak/dttt20unYiZM0naEJCBJCFIg6CAgEFAmUoIhJ4gNSEAIJokZikBAkH5CSACIJ3WmUpJMO6e7Y7sH2bU93qrpVt4Zz6gx7eqc18GGt9927rqtt38jlsKSjfaZ9zt7vXnutZ/2f/5BIWBsZgW4ZQxREL+XZBhpsBHKqeNheW8ksMVy0mrE2nLUJWdyve4axD2uVteFg3gHQXd3TxLnTGB3lTxHgi3ukdYI2sm2sFzRGkajw2iQR7Nk2J7aE16z7P+YFH8AXTco4baNMUMZGWnyveNEDEDo2M5MIgnbXtANKExck+6kTZDI0hxIpKC3s50EGd1hozmrHRKfMTUNGyprAxB0w5YJHTPRVztq77OWvcNa8ze7gZVbtMTvFHYyvKOROPD0NSH2QZRbkJKjeyyZXCiXovbQyJXpJ5nZDPDTeQ0IdBPCm89HqWDayB5NDXTTWwfJ/mhhqJxnr8N4ZKEttZfTYktHLMOzrhTaUraZIDGWbkGtD2SSk2lC3ge3nWxWamSpIhb2OwKB2GCPDdY+322M7DtzFOhrogcQXNfb/8RlmltPspOFcnYhNHLgKMiMvu9vIvIlyIjsIgEYnLfLa4zS4xON3AsO2nQASmqN4Hj9owAvUtAlMxjSEhxgj2T2Yc7EYcOnwgkf3dvnIa/d5/c2rfOjOe3z93SOGR6c8Op0wGNSU6wzbSnRmME8Kkksl/q0h+s4K7uY0Ry3ZE0U7caTnElt4zDA0dtqxJ38iKa9ahncV62uO8VuS9ZGneCxoppDOwWYRnEnCc/AEZpGIkrHOUs0MIqiTiU3suCU0HcPBMl7PcH+nBS6CXjKCOsRzUefFIaInjvAeUbd4rTayKK3jhE7j5ha16G3bs+38ePiB5sH3xLgBnqHM/5YSqtD6eJZ98zzwRnuEC6wbpx3KCuw2arlFUe42MUF4o1sZ3OuVCPTOzpcifEiUD6kuHosTFsh7T5vAtkkieBMsRBMhyaQMoE2/uPiI+PpNESJc3Bi2ZFLx822A6xlj4vddl9C68s8Hb54nl3ru6/A9bigfUDP3/R47kzX3T6Z8+c0jbu1cYJoEKTe65A6Zbq3EG0UbC7TWyh6k2b7tPje+iw0PUGHrOrpvkOWFgiIwa+aNY9laWu940p4xYsj/a36Rl/g4f7v8G3xE/W5+vvoSH+fT3C9LLucFhQ4d8GsjwUkNP3YAjyr4w9ccawsfm1py6bg10OykASQYRq1+FYuJ0yZhN225u855dbTm64sBH50uubsa8NJ4xaJNGOqWVDmWTcL+oOSd+ZiXd875xukOn7j8hDdOdvjI5WMenk64Mlv0NF4IRUnoICkGg4aqTBiNa+pKkxcGa6J3SWTJiOj34VqJj6wLABm16FoHJ/je94JNt9JFgK1tFUlin+lsvYgxX+aotefSzTnVWYJUHmsEXmy6qUDP4KpMgpKeKh7I1yYsac37mFrOB4q2FKFTXqgI2iTwuAyG0vPSUTnL2jc8lScUfsCxvM/MX2It5tx0H0Oh2OFHuJQMqOwh+4WO7BbBJAkHpKMiPM5Z6rk1DMXGq6MgMVjbUJxWtmMBhufdeUgMtGVlFHtpy3mr2c9alkYxTWxMonD9XBtpw0mTcpRXPCgLXp3OubcY8fLsgkWdcTBahY52YmJnCbJhizeS8WGNawX5gQUHySw8DjmSMRI8tMWElgGMSWX4XqbC4SjTiMxCpgKIIwW+Mj3jBsBbjxxq7MKgxy+ecTP+kOTJFxWTQU0+apHKUy8dqZU0je4Pkp25ZW3joSrS1tfd4TCuwdJDJcJh6LwR7KSe+yvPzZHgjXnD7VHGt8oFMzHgPo8BqGVJS41EMWDMsVXM/ITTcsWRHvNwbTgsNKUNoE3HfBhEZstBGt6bt4cVhTLM0lAw7aZyq2h3Ef8IcpXaSoaJYdVqDvLgG3E0KFm1CUfpmtap3k9ECN93eQOYJWitJM9aLuYFBwdLFhc542kVPJAS1/vdSAW2FRsfnC63WNIbW3fyum0Jcce4kQONW7aIXOPmbWBrlbZn5mzvfR1oKNL3C6C//+PaoOTXz0f88HQZ34MG62X/XqujTr+O6+/aKrTwPRuusmFdaVww1bU+rDGJhHkb1pqnlWeaCt4uDbuZ5n47J0Hzrnyb2i+p3ZzGLBFCUdYnHAw/wnn9Dof5h1EioWZNwST4aEXQZiwydKxf9kSB83Apz1m2jpujANrs54InlWcvEzEhLRyi11awkzjmRrKXWu6XCbup5aRWTBNHGZsMnSQqPD9Ji+e00eykloeVZj+1XLSS3dRSWck47i2Z3PAYBtpgnSKVQVKzLXOwW4dUJUPSnUP0oIuOQFCqYlx9/FmIig6Pb7MvylhePRsV/iLHj11/xN2TGad1xjRtewPhzig+zB8Vm1Bh7VybuHdFpnFLlL3SkdBEz3QN7FDP0iqmEfQYJJ55K0lUaEBYDw9WjlwJvnRxwcvFhL+z+gY/lr3KL9Xf5NPpK7xRnXMjmbK24XXSIkTCD3QXFx7kK4LI+CMkHTZOMNYdc6pLNApPTIrI+Ik1QmnF1n7WNR+6ayDIVJw7ieVRlXKQtaHpEOtqpSyZdNGMN/yPjk2RxnS8zserS9BMtxg329HOEJg3Osr68tQwX+cMsoZ1nfbgTXfW6OqdTNteYvoix05RcbwaMM1D4IHE0yWvef8sGwsCANhL0CJgHx7/BvfupHONC03tCwOjRPBw7djJJPdXhlxq5m5NTUXFkqV9AsBZ/RZpMubx6svk6Q7z+gG5ntK6NakckTJg4CdM/JiRyEiVZJwEq4CdTNLY0LSsLBzkgfU+SwODLvg2hsfYv/dFlK3HmqibY3nPnvG9N1K3xo60Zd5q9rOGhdFMExMY6crSBVN0dhbd61tEhk2RtHgvnvF7E13tK0Cp7cjvyL7RG3WFVFtswK1SxneNxThfzQueO48/u8PknkGYcIYWrccLhba+N+gN3iyReaNA1h4vBare/J3OE0cJsAWoUlDvQ/5Ysn65IX83Rf/IOat7Ey69eszjJ1MODi9Y1Wn0mXIs1zkHOwsWZc6f+fG/y1+9+0n+yuf/B/6r+z/J3/jcz/A/Pv0sf/7Oz/EPFj9E7TSPqgnH5Qi3d8H5ukB+tOL0ZIy6XaHey6kvWQb3FGYA+YnAZmAGnvxE0uw48ieK1XVH8Vgyf9lSPFQs7jiyU8nqukOYKM/2hIUsMm/0WuBSH5g8ZfDMsWmUZCmQkewifACyeqaOi7Iq37GZNmAPQiJbj5AypGRnAu3Dddad9HFh8EoiygqUwhtD8JwM9wvawQycQyxWH2geCP8d3I3tf/NvPPvD93e+ntMpe8aQxtF3bLsIWW88vvG4FlwLtpaYStLUirJKWdcJqzZhZRLWRlH38piwQVVOsraCRRvYDisDy9axMp6VMaxcQ0lDKUpaUdOyma0d2ybzGRkpA5EyVJqhVowTwSgJB7lx4plqxzixDJVllBiGSUuRtOSpIctb0syic4dMPDIHmQiEDkUqKhoSaxG7j2KLRh5Qn29Lnno/cPNt4M8HLEK+C3Ajf/ovvdB6+PXf92e993DrpTPmxxlKO6yRvVyqk/G0EfmumoREW9Z1oLWu6wQhQoe8iwJtXDhYraMWemk0ntAxLa1gYQTzNoA5KxOYNs6H+ZEpweOq4cYw4+1lye1RwbxxTNLgb5MrejrwQHnGOizk+2noQN4clrxX5nx4dsFZlXNtNqc1ijwN6L33gmWd0jrJyoR3eSiQfB952XvXIHpaZ0cVt16SK9NTyiEAVEViaEw4eLXRVK/bJLqDRUf/TONtV9B2MiMVNykgAiGSLDfUlSZNLU2jeid4KTemfd3r5LYYN+sy46Wf/e9e2Nw5/pf+lE+Hlmqp0ZGd5F2IkXU2mpzFAr2J7qDGKpzvIp43Uc/BsDcWPnFD7eQwj+uERHjeq8Lh691VYPSdVJbKeNbWkETPm1RKjPOMEoVxnoGWMRVhY6AXOkqil+rtZiFJ7MYgHI5eGjZUVnIpb3BeME7angYeTCRVkLxE8K9LDQuvZ5AWdu+dED/s45wJseGzrKGxiv3RinWdsjNeU9UJw2Hdv9eygaFea8ZHDesnCePbhvV9yfCWp37kya4I7MKhp5E5o0RkRhAO2U2UuawNYqBxZw1ymuDmLXKS9PuBdx6/MoFuWjvkUFO+bRj/T3/5ha45T//4T3udO1TmWD1NcVZgjAo+N15g4gG8MQqHoI4g3zrOo3VcT0oraZykdoKVCUyKizY0I2obPgDmbShIV8ahhKB1m+JOCUFtHdeGmqe148ZI8qT0XBsK5m1g5LVROtfRxwcxun2SWM5bzSwxzFvFpbxFCc84CeBLYDUE+UnXhdYyMOgS6QKjQTwrq4NwuEli9G7aJyjZnplXpG0A9/IWZ0XvFySVRyYO10rSiaFdKpKRxTUCmXbrCt8O2KjAvBG56L+GKH3qqANa9hI7iPWC9YFxA6F2cJD9xRc3d/7ap/4Tf2e0DIdDwnq8DZRDJ3PxVCYAgKXRKBGSdGA70W3jO7WOTISTeFh9e52wmzjeWilyBY9KMM5zVjtq52icC+mY3mJxHOgBlbPsZQmL1rKbaRatY5wEI3JB8FdrHBzkgovGc2MkeG8Nr4w9D0rB1SIYLx9kwXA4l8EA3/jA0DprFTcGNSd1wkHWcFyn7GdtzwjZ+EewJdWgj7Tumlutk8G/Jq5f3R4n2cy7ZasZRG+bXD8LRG9SXehBFyk861YzTNveF8dY2b9O3X076W+XNrVtXv/q3/6ZF7rm/G+f/E+9B16bLKhsYPF1oAvQA1Xdc1+0CSNtWJrwdVjvgyS5uwadUW+1JS/vrJ4qGxgYayuoXaiDy6g6PKmC/Kl1oXGVSsFFY5immmVrGSUKj2eUyJ79OUtDrXRUeJ7WgmuDcHuUOxYmgHulkxTS9YfvPCZJDbRjaSQ7ieVxrdlNLWeN6g/h3bzppFOBpWY4bTRXiprzNmGiDSurmCaGpVHk0vXnru717YDUYdJinSDbko539U6YOx0zPvp5xT2zbnVfI3XgvRSxadifLUR/n1RZKqP51N//r1/Y3Pmlz/45P4kykjYCe7BpTHXpatvNug7Qe15js3bh8yr+fGFCI/pRFVLC3l54Ci14dxnW+DNTsaJCInkqHzN1e5zKRxy6a8zlOSM3ISQhajI0qVBkUpGq0NicpJLGevZzybz1XBsITmu4NvSsjWA/C3NgFOX9oT5ycZ1w1FZSqOD1VCgX2WTx9dxiQnXpY3m8z0gbFkYzSVoWbWSkRzZbl6bZ1U2dKfowbTFWMkg3Zv0Q2DHPmhGD0g7vxIZxk1raRpGkgWWitupj5zc1qZDB6LiuNTf/5n//wubN73/1P/Dt0ZRmlgabEcHG40YJbOdhoyPrRoFTIgAPcotxkwSmjUuD14tLfYj2Vh6UJ8kNptZkwyYw9FODMTI2ceLZrdb4ViISh7cClTrsUiOHBrcMWiVRKYQDWQtUA2boSc8k1ZElf6iojgIAU15yDB9Iqj1Pfixw6UYa1U6CdKu8Fu/zck32Tkb76hpxr8BdqxCPMlzhUSuJrMPzzs4FJodkCe0oSK7M0KNKgc3DLTIAN8ISpWfhvnrlcakgnXtMDtncYzJBUsYmQ+PCfYxHtg5pPKoyCOuRq4A59PKn1kCXLtV53AC+aXqplZ+M+Lmv/8Xved589zjwbnwHg2KAZ0yKex+cSFNyEf7awh5kO0JwvAAAIABJREFUlEx55QMrQGwortZLaiupIg2wQ+47+pxERN1kJ5fqCoggl1IoNArvQwuhs/nUXqPjzzq2jY5u57rTgEueZdtEo7ReIhVR/d6gaRtPeVHSpg8K2mzf558S82ZvuuL+yZQvvX6Z27sXVHWyARTkxuPGWEljFI3RVK3GOEnZJv3he8O4kf2m1X0EnX1YrEfac78M7Ie3FsHLYWUsDk/jLO/KB3wmf4lfXj3gX7lylb/93pqfujrgbz5Y89HZkAcry04myZWg1ILKKXLpOa4z9lPLPz4dcXPQ8qtPd9jPWn718X6vxc2V5UOHT5mMKpLU0kTNZrUFQg2ylqpJKPImbAxpOBwYI9HasV6nDIcNZRkM+xoTAC3nBHnR0tQarS3ObqWeiMCScVaSZmFh3T5sbWOyHQNHSE8DPc0TNu87KX3vmt+nbEVvgS7mT75g+vn5vEAu4PKdOfWFCpREE+bytq7YRIZNGU2w15F+X8bDeJcOsz1XOur/aaMZKseTWnEps7xXKW6NQkF3dSCZtwKB5o255Ud2FV84NvzrLzt+7qHkX7655C+/PeIze47fnCteGQcJ3CRxfVH6kemSXzye8MfvPOb/vHvEH3vpAT979zJ/4OZDfuXhIS+PlxxXObtZw8s3j6mWCTu3ak7fztm9XXH8xoD9l9acvZMzu1KxOk7IRgZTqZDo5ATVWpPllvPzgp39FY8eTrl185STRyNu3DqjmmtGO3VIkEqCrNM7GB82eAOjqy2uhOENh6sgvybxxqN3g2ugLFRMkAqogojulSKJeuRMI4Yu3ObhAO6XbThwx4LCW48ca+zZD4ZxM/2o4MkXUyaXKgbTFiGhXii8E7StpG11DwJL4XufjToaoLZxbge/hSi80MFws8MRzptQCP/Gac3lIuXXliccySkXrkIhabFcSUe8VZ/x+b09/tbpXf7crWv8lbfX/OlXNH/truLTB5Kvnnl+52EAbcbaMtQmyE/SIJW8Nih5ryz48HTJo7LgaLjioklDPKwPh6Ybh2do7VDppnCC4Fdka7l5f8etwDuwJnTHTaV6NltVJQxHTZhLu2uqtWYwbSnnCfmo7f+Gzi3eCGSMCZc6mBTbOkilfLxkgYUaQRsNIonyuoHGrwxioLBnDXKcBICvi/2Dfg/tGTf6xTNubg7XfPF0yo/MFlgvmaR138G3TmJc8FzrwJnGqLg3BQZFHZl8XYNJEBpMmfRctIEtd9Lofq05yDxvLgXzxvG4argrHqC9xuFQJFwV+zzmjD0K9rKEJ1VDIiS/UL7OobuCaCRD0hA1L0Ls+GmtsN5z3oRGx9qEtW7RAnjemAcJQ64kn9lrKaRjL6txZFwarKntiKPhmkw5dosygiumP1QK4VnUGamyfONizO3Rmm/Oh3xouuCr5xNeHq95r8yZaMO8TaLEITQuMiy11T3Y3O3bADYCPR3zZsPmiKmJ0aOiY96gXJ8w1NeLW4fbMARauV4q8yLH7779gHdPZhxXObO0iXLuDVPCeREZWR0r1FPG2zo2HFq3xfyI9+kM6jsZ0kWr2E0NjYOhNtQuYaA8j8pwn3tLy0BLzhvLXqYZJ+HvXp6l3F9ZlBA8ripmScrj1pArySiRGAc7meDBWnC5gHsrwY2h50EpOcw9x01oKBgnmSWO64OqlyV3tfFJlfPZSxd862LCp/aWPFgN2M0aFq3uwb6lURxE6We4TZklBuujx030uumk4MmWx43Ak+uwDnUMmw5sVtL1LGDZA3k+sroDu9hvMW4S3dA0yTNm2P80GDd7g5KT9YBpFg95W0DxtkTTRkCvA/OaaBOwaWZ38yY0kiSwjmbWHaP4YRlkU+8sLKmSHDclKyrWYokTDkNNK8L1vawmDGzG1XzAw6qkxbKmZizHdHHeQx3qqcsDyaKFWyPBkxJujwJYfGPgeFxJEgnnjWKaeD6xsySRjnFWc1oW7BYl7y1HvDpb8XA1ZL8oOasyJmkb5MtxTWisQknPotVM0wAoz9KWyipmaYNxsm9opGwaGxB8kZIIHCWJCfPqfYyb3vcxMm5kZL4K7VCJA+lJCN9XLtTHdqse3WbceP/iGTePfuKI8f2NHEtYD4lAWh/S5awIxsMigBE2FQgXjHuFj4bFxJ87gWw8wgpUKTAjQbIQ2JdL/L0Bv+OzX+MffesOf/qTv8hfu/sJ/uD113mvmjHUYc5+7fyIf/vGL/Az9z7Pv3Pj7/GX7v4ePv+xb/JePWOsK87bgofllLdPd1meDjDA+PWU1Q3H5b8PT37Uc/v/MDz8ccXN/9tw9mrKlX9oWR2pEPGtgqSreAL1Huz8hmR9BNMvZJSXPMWvDah3POpeHmRVRmALhy1AWMG68LihxR1r2us1g9/MsZlHGIFeiZ5FIyJSLEwwJhYWbB6YNe2QINcaBOaNyQTCe7yQSONDwwoZgCbrsRNF1lq8EqiqwWuFWJfgvp1xI6SELA3GxvPlB5oH35lx85f+ze9cbW8zcJ75PE6ObRaO8c900zrmjS3BVJJ2rVitUi7KnLMq47xJWRrZew5Ef1daB6WTVBZWRrA0sGg9q9azbC0r21LSUlLRihZL2z8sRdKzbQoSisi2GWoZGTeBJjrWgXExSQxDHT6KxFCkLVliyHKDyixJ7pGJR6SRcZNGU8/vlXHD1ve+E+Pmn4Rt812AmxfNuPn6P/Pveusk12+csTpPI71e9DRW5wRKO5o6AAIBGDA92FFFaVVrulSAuIgLz7pNyKJ+tbJBZvWoylCRQZFLuLcWvfb7aWUZJ5J3VhU3BnkfSfioNOxlmrPa8tpM07jAuul03ePI+LA+0IVPGsmNgeGsCV3weau5PigZJy03Lp2TDg0q85u4XAm2DAcdWwtUEfwgZDQG62KYbR0OOaYOgIlOPauzlDQLB/NuhO5QmBrWBYO1jvVjXShWOzDn/aOnD2vXm9M2tSLNLHUV/CzaVvYAT/h/G9ZN9zd/EIybpLDYRvabqI9AkrMCayXOhcfUebcExs1GH951zhybgqxL1lm0CQNteVjmDJTljWVOJj1vLBVawkUEyXMFZ7XnpYngmxeOT+3BvbVkL/O8fuZ7yPrKQDLQG0PZw8wyN5Jbg5pvLXM+tTvni6cTPnvplF9/OuNjO3O+NR/x4dkFg6zl0s0F2Y0kgBs3BrTvrElfHtG8sSS9M6S9t0LtpbizBrTArWPykwKzhvRQsr4Lox9SLF53jD+mKL/Vkl+T1O859MjjanA2HLLbhSDdheYU8iNoTj3ZkcKcWfSOwq0dchyiHkTnZkrHuHGIXAUudqbwFw1ipPFLgxhpOnTjGcZNGwyKq7v2hTNuzv7kn/RSQTJwlKe6ny/dPO6iKbs1pep8tDp5nd0wttrI1qpdZN/YcJjyHhYmdB2P60A1vmgC4B+MQUPzolBhDkGgjCcCVlZQ25BOtY6MwN0s+AAMdfidbs05ylvWVnKlqDhvUvbzmmUbOouTrGFc1Ez3S1QEUVwMD+si3mXq8UYg9EY60A2hw9ojc2jOJSrxlOeapOgklDGOPsZ/wwYMSieO6qkiHVtsHRk3WybGQm9YNyICMiKNnjc67nsq7pOwYdzAhqHbMW6i6Yc3/oUybv6vz/xH/tpgzTivo+Hp5lDYFeJd9777ujeYjew/2PjxdWVPl2TSeZY9KAsOsppvLAbcGVZ8dV5wkFreWmneWwdPrC+ezfmpK2N+9r0Vf/6HFP/tNwR/6iXFf/7mY35sdJW/s/oaH5OvcGYqZionV4EVOEkVlXUMdWCIddHf1vk+Ne/yQLCXOl4dh8N3F/3QNUekCBIUj2CQtP01sE5Sx0ZCbTR7wzUPLsZcm825fz7h6nTB8XLAJGt4tBqQx5jn8FK7Xk48bxP2sponVc5BXvcd8y4BJvy/jk0avu6Sp97PuNn+3Y5x0a39P0jGzV//1H/sPYJXJoveh6c7dAO9/8babBg3Q21YGc1AB7lmptxzGZWVVb1XWxL9qVZGM9SG4zrDesGTWvOwFDytPaXx0c/Nc3UYDtWN8zwpDY1zfdKYlp13TmDllJE5cVY7bowU95aWV6eKtxeO2+MNU3CsPdcHDftZw0WTsJvVAVQuAsh8fbDmUVmwl4XXNpEuMhcluXSct5orRcW764Kbw5LjKmOWNv3zbKIfkOtr/sAMGyWBOTFKG4yVMU4+yMXdFuOmY9t0r38nxw9NMNu/twMYEmoCCO/hDrwJTNcXz7j54u/69313pmiM+jY/ph5Ueh8o2RknP4+B0wV7QGAWj7Tl3jplP7N89SLhMPd87SIAuA/XlpUJgN7cNFwtCs5qw8uTlEXraZznYVkRoBvLTAzIlWKgQ7N7ENfvaRoYX4d5iJO/UgT53k7qOWsEl3PHWDtuj1YMk7b3ECpNQqFbVm3CJGtYNQnDNDCqVPRL6uSUZasZZQ1P1wU7RcXJumCvqFg2KZk2LJv0GaZbx+zpmHrjrKY24W+0Vj5jUNxFgcvOoyZ63Cgdmho6dZhG9l935xjYMG66NUcIXjzj5iP/oW8PRzSTJIA2HrzuGDeRaaMIfjcKfPS6cTFsove+0fSpUx0Lx8YACTtwIVmqsKjMMhmVlHVKkTVczAe4RUA80lNFc9SSPE7IP3xO/ZUZzdWW4u00MFsqQTNzgdniAyCimvC5ijIlVYHLIFl4nBYkqxDV3cmcEGCK8NzqPY9soD4y6DONvdTASsM4yP9lantvOiE9dh5M9pJThUvi/0pB1QG40utwTTqfG0T4WZBXeWzWMW4E6SJI0ZK1D6lWjUdYAnjTeoRxqMoinEcto/xxGWOyWhMSpbqzuA3+Hs8wbsZDfu4b/8X3iXHznYx0/fsYOB3LBjZeN1LExqXAy6DJw/hwpeLeJr1HeYdrRf/mqa0KJouxexG6WfE5+8DW6Zgy1wbB/DVQRiWl0VQ2p7EjaueesZTRMR4xiYalhQ4SmUI9+zS6SEJBh7d02tnoAyK3iuG+w/jdL/Yzl6+7Pt14LqOJ3xq06cCZbqb+VveRcjNhtj9/wWMyrHh8Puabbx5webYIxrrvk/B0h+/uMGWsxFhJa9QzxnI9nTVuVq2TVFWG8YKV0SyNorSCszZ4DzyqBF8+K/ma+ArnzV2GyQFnF29xZfCjVKvbKCQP5UM+kdxBCnhtplkZ2MugUOFQfikLQM2HxhWvz3M+PKg4aQbk0tE4TeMk90sFFKztgP/5rRmTJHQ9jgrP28tgTHl/5XvD4msDuJRZdlPDNGl748LzJmWWNry1HHCUN5RWcX244s7Np+werNCFwzXhOpgq0BWbOsY6Nxt50/ud8bdZN320tnb4KlzbcKDd+png21zzbQQ8jFFo/eIZN4tlji4d+zdWNEuJkOCsR0SwJjzOGAUvoI3d78bovlPVzZVudGkWsIlfH6jAcpgljmliei+c0xq+PJ+zqwq+6e+yMnf4tfYt7jSvkEp4VAr++esN06QNZpNtMHTsDkGhWFUMdcsro/D/XhuXWCe5M1oDsJ8FunLZJPzsF24z+NWox1aW4/qQ/B84zptDdlPDRXvIQdayn1eMsoY8NT3w0BiFetvxeDlEvRX+/87jitsfO6N5bFHD+PqmEX+RgnQWzIPTXUCL4G0jQE0lIpGoqSRm1z8DOIsiQSQOUoUn+JT40iCKpDed9c1zPG4KFTxuhi+ecTO8BWdf0+i8IRtbkJ52LcEJbCtp265DHyOxY8Hcr+1O0rFIlXAYQnSv9wGY8FZhCFvYwgiWLVTWo6Tg4dLyZnPKt9wvMVKHnNZv8vH0D/Hrzd/iL1z/E/zVJ3f5Vy/fYC+Dn7j6mGWdIYXntMrIlCNXJnjSjJe8txhxZ++cu6dTbh2c8ehswqXZgtN5iGFV0nG+zvnCVw5YGMV+GuZvLl3f6OiSbHJluTpckWpLnpq+E52mhrJK8V5wUWZMixp7Ibj9Y0vq9zzpvscsPDIBV4MsBHrgEKkgGVnUUOBaUAXYcsPo6o36RQcQCWQePW6GGrcwqHGCvWiQw8jASWQ/Z7qxnSol8xfrVXJtsOYb8zEfUcFjpevG9qlAbjuCmj6FppPzWC9674Ntc9ZEBlPVUWLonP/WRrM0gm8uC95cwJdbyVeqh7xpfoWqPaUxc774zgF1e8Gb3/wMn1Yf5y+89Tp/YPzDjBPBnyg+HPeUUWQhi5iECNeGqjfGP6nD7VlkiM3bABae1ZL//V3PUBVkUjJJFfPGMk0VF/G2sp6DXHJj6BlqTx6737ULhsS/djYml54vnA25nFvurXM+d/0Rjy9GTNOml0u5rTW3ixZvXWDhrOO6XcW1rEVG6WhMbkHEFM9Y78nt16abYxF4spv9LHz/B+dx8+nLxzy8GHFaZYyTtmcGb6de9myJyBI1HUPLbeaXA2RkhkI4FHby6nHS8rTOuDVesGgTrk4X+PPAQvrKxYSvnDasXcvr4gtc4TW+svob/IHmp/mH7c/zw/J30WD58d0ZpQ1gshJBqdi4IA0/rjy3RmHvvDFwLFrJ5TwwEQ+zDnjz1A5+4UlGIrMofclZtVDolEULQ53SOBgnGfuZp5Cur6dWBGbYG8sBCyM5aULs/UWruDNax+dpepZN8I0LwEyRtJRt0gN24ZAcrp0UG1P/9zNuWh9ShMJh3bIoQ3CDdQq2GDcdsA/00tMXPSZ5zUWVk3T+LFvHp+71f+aWzWMVYsPo8lvNKdjUOkp4ysjWelJrUhnWgnES/La+2tznzfof4r2jbs/Imz2MLXng/xDKay7kUz4/fo2jYsAs8TxtgldXFz1fqHDu2k0dp43kUmaRQjFJHI6NWXXrBQ8qxc8/HJMp0dsSLFrPQAlWxpMpgXHBA+z6wAWrgiQkRnUSwupcsrQSG9eenSrnk4cn1K1mtyg3noxe9PKzPDEo4ckiI0dKR0IH+PreQkCqTc2skiCVkkmkj0rf+0RuJwi52NDcvvbe88LXnJPftk/x1OISgYoTpks+8oI+bcnLwCTpSprOu6WPA9cbI16vAuvGqwBmmEsG/SRl//ZTHj+e8emje7wxP+BzB2/whbObPF6OaYyi3EkY5y0f/aFH3F/O+Nf+6F/nv3z9J6hes6h7OckCBu8F0CNdhkALVTlMoUhWhnakSedtuD1vMUONWhtsrqJ5sMTmwUumGUsOfq2lPEwY/T+G5XXF4DGsjgTpSlPuKLxMMIPApDHDAMa0U0+yFLQjT3ohqPc9+YkIBsWx2dWBN108euf/I2y4TtvgVmDchGuqCOcrb8HlCtU6zEAjSxMaUosSnyaIpg3gjTGbF1KIMJ+yAC59UI+b7wjciOcACT2L5nmgTieC3QZ14u93kikvw8EhuDA7hHSAxxuHXgdUvHGSyooerNlNDUNlexop0Msf/uAfffSBnvBvNe79vZRfeXTAUFtG2pIryzBpybQJLJvUkKYBgZTduv79Mmr9NpPnfif69t/tgJruZ9+BMbX5e+8DbP5JpFcfcJRVSq4NR5fm1KUmVeZZiY/0aO0Qjf+Ofitu6wDegQihQ+F7bxnnBcerAa2XnNQJY62QomBw+gnSwY/yenuPz45/J1+1d/mJSxN+4fGKf+vKy7w8rBlpQ+slZ02IX+42xN2sYbdJOBqUOC+4Ol5iveDaeMlQD5llDQNVMNaGN1cFR4XkKA8+AgPlSSeSw8xwkCmO8uBvsp+1zNKa2iomWUPZ6r7zVlnFUFtWVrGbNpw3GeUiCTTf1uBskHsYo1DK0bYKIdtgNppaqnVCmhmsDZuN90EW0RfP8XsydgOF3EgUnzc6yVSn/dWiS1p5oQ1MhsOatDA0y80cFQJ8fLyayBgSFueC946Nhdn7fb+3v26NQkrHqkoZFzWrM83RJBhGL4ziuJY8XHvur1okgqFW/L78FV4de34qvc156zjIDAuj+Mnfc4/Tb6ZML9ec3S8YTGtcG3y6RrsNJw+HHL285N2vT7nxsTnvfHnKzQ+d8/BbY/YurXj83pjppOTB8ZSBslwbrWiM4mC8YjAfcWP/nPtPZ+wN1yzrlFHWMCgayiqhKBoow2JvnaDIWsTK98XLqKgxSwHSY1eB7eWiib1MA4NCj4IflxxqnAkmsZQWUtknR+FCwS1iRekbG2ILuwqzickcjd2s8e9PlZICV1pkIWnPX3yqVP2eJx8ZZArVmQBEL7Pr5juEiFAhPQMahNjQ7jsD3+6Q3oHGXSG/NoqhNjypcnbShm8thiyMpPWekVaI5S6H7U9ivWdn/GkSKfjs3p8glfBnrl/nuBZ87uCC87JglDZkiWE2KENEu5XcGjWUq4RPXnvI/Djnkz/ykIuHGa999JjV44Sbt884f1JQFC2Pn47Zzxo+srvuEzPOqpxpVnNS5uzlFed1xiRrgnm30QjhKWMn/OlywGxQ8d58xLXZHGMlu7M15T2Hyjz1E4HKQlEidPiwK0imEs7tRn61XYt04E1XVXTM2yZEz7uVCTr7tQmR8iawsYDeBLubS9uMG9e8WLD4tM54ebzqGTdZYnqJqBMeHff7/hAVf2ZiGlJIRdr4smx8KqLHhtHsDEsqu8NrB095XF/hpWGJcUNaLzCnh0z872UnyzkzFS8PRzwsw2FcacEn+Qj/wrU1j6uM3bRlPglpPIIg69tJG47rjOvDNW8uRrw6nfP18wmvTJa8sxxykNW8sxowSwzfXKYYP+R69KLYyzwPS82NgePtlebW0HFch70sNCkC4FKZALi8s06YaMdXLoJMFODaoOJ0OWCYtry7GJFIxzz6LOl4PbRo+8P40zqAHFXsvneymw78hiilZ+N90wFm3gvovxeub8dW6BN5trxvXvT4+vEulZPcHK161sx2un3HlulSpTCaQhtENERvnOqlHdvPv5OTJyqkA94YL2md4iCveLocUFqFNZpMwrVhAiTs1Z9lL5Nckz/N7zhMOZj/IT6157mUGVJZcVwnGzaWDADJQFlqJ8mk48Pj8L9fHgWw5vYw1EP7mSYRngdVQqFgN/PUVjBNPKci+OE8rALY87SR7KYBZiidRIggJU5kABcPspBidjU3NE4wSw3nTRpZWpJCWbCbWPDOxyscKXzPuPqtyl4ZJSs+rt1VE2qoulV9LPF2+hREkDkGMnSpVdZ977kt/ySjbBMGSdunY0rpnun9buRem7VGCI9V4bdStZFVvZ9ZrKRn2STs5BX3liNuTxZ86WSXsba8sUoolOCsvspO+s+GVKhCM9YaB9wYKdbGM0kO+Kkrc0qrSYSjtIqBNr1sbpI1nFYZR8M17y5G3J5d8Pb5lFvTOfcXY3aymnvLIZOk5Y1lwfWR5FIemDxT7XhcK67klndLxdXCctpIDjNLroI0ORHBdF9Lz6KVzFLLo1pxvTA4D7Ok5aLMA3unj3tX/evfOkWRtiTR1Lxuuxp4w8h63ujY3X1Ts2sYqmfv0zU4xRbo1/lzvcix+9UF7SSjHSu8CDIoaQJLJTyOYJAb5DxABPxEfMPIKEDxagP2uCQwT2Qbfje/m2FTz9NfO4Sx4+df/zA4wapJeXo+wjYKXymK/TWLR2N+6dGY7LHmL/7yH8FrT9oIiice2XhGD6N8bd4ijUMYR3oSYgGTYxB1g85S5PkCPR4g5iv8sEAYi080Pk/Ae7JxjqxNVKdAOnd4JUjWEXBrA2NHmmjEXIaUKVUGyVOyCHHhxcNgeqzXwYC488MR/lnQq8PdhQsSKGkCQ0m14bpKS59WhQcZ5R2qtAhrN+ft7jbRm8OIi4ybtg2gjvdQ5B9oHnzg1el5YM5zfqv/rI/cUwQtF9AbGJtgbIQOWVx5ZRAXnrWVDLXjShGoRh//8CPyV9L3/5Pv67jx+YYbPPguvxU44H5tMKcWodjIozpq+LY06nsZ26DN9yqPeh7L5rv97AcA1myPNDGsmoTHT8ZMR2VvbAUBBe4WRgBjIvsm3nZsnG7udBTizuMl1Za61aTacr4u0NJx0qT88tMU52GcBFPYkQ5+MZ/iFtYLPqfvMFKW/+xjluO64dXdc07XBa8enjBf5P3i35nY7Uf50W1t0Mpxbbwk1ZbLoxVKOq7FLuCPj5d4Hxa2xkqmec1FlbE7KDldF+wOSupW01jFSZWzkzU8WRc8rjK09JzUihuDhl88Tvn0ruFXno6YJPBX793g919uuWgVl/KmN67dy2pybdlXjunlEltLtLHo1CHa0DXoZGnC8gxDTGiHMTpc3y1QTHT+Nu8bnS9Otyl8p03v+zGaOkhcJpfqXkLmRZCAEL0NFCG+U3j6iPn3j4662hVqLYosNazrlMGgwZ0KJpOK6kHwIHh74fjknuATu5pEDBknlpcm56yahE//1ClPflmye7ti+SBheVeRj1q8g8lBFQ6xuSUdWoT27F1aYWs4ujrHrjxXrl3gGtg/WiI17O+tENLz8p0TXgbKRYKzgjSz3EgNUnmu7l5greT6/hnz04K61hR5iHKfrzO0cpyWBVNb8+WLEVfrjJNGszKC9TcFv213xcroXoowTVtGacPOZM2obig+lAWQpjs4JzKsW7l6VsYSLiYiVWAE5DowJ1MFq8i8WbUbcKeTuxBZhYkIBsXJC502AKT7sLon8c6RDALQaOto7mkhiUtjP6fjbTc6RqD2rpfbKel78KxeDNkdlryxCMXw/ScTagcP155LBXxiT2J9RqE8I+U4yhuU8BwN17z6I08pnyhMI8knQVLZyZC2DX2LS4G1tDcpAdi50yCkYHLL4B3sFYG19fLNM15yYJYeUwa50+VWkI4cVy4U2TREvTsL64uMwbSmKTVqFTqQqkqZzUq+dTqjbjX35mPuXkw4bRI+cfCURZVRdBKFrKHIG/JRi9CWdD/4IcnondQZE8MWaNPtgY5A96o8MlO40gbZ3cogssDEEfpZxk3HtAl/J+yxL3LM0oYnVc6sKMOBSXpUhzrJ7hC4+f1OjqGk77u4Mh4Gt33wOp+yxiqSxITY3sywMJK/82RE4+Djs5aPmBORAAAgAElEQVRb1zynzZBCeXKVM9EVB0XFcZkzTZcs2gTrBZfymlFiGGjzDMtPS89BVuM9XC1KjJVcH5R4D0d5hZae64MSCXzuoMTuC1YmobKSnbTh1iDlIK+5WmQc5DWVUdROclynHOUtC6NYmdApXxs4zDz3V5bDXPHNueRLjHhSWT57KHhzKUNXvw7x44UK0eOtF1yLjymk6gXZcweKbicQbe8xIdVqU/N2xv2dR0kH1sCmnrBO/sAYN7emc56sBqxbTa434PSmSRU+71hHGxlX+L3A0HqWKdKBVsM01CNXZwsenI+5c3TK6w8Oqa3kuE64Nqj5xKzicp4wSy3fWqZ8amfNLz8d8PuOzricT/ihyaIHRqZp20tpOo+dQlmKKEdatAmTpOkZwI2TZNBHMv9wVvORiWBtAuN4lobf3U0bdtOU/axhZXRopNUheWwd7Q6UDylCrZM8KWGiJffWkndLxTsLx4/upRzXIYnRenq7grG2pNIyyeuebdW9tl1d+LyaREqPM/Q1XReAEaRSErYYYdseN4m0z0jdXtTItKGO10pGn57tNeb9x//OeNmLZ2sw7wUK3/u2QccaCnWyIJjwrq3g7VXKk8pze+T5yauStR2TCM8scQx0YIEr4bm9d86T+YhUWSY0vZxrG5SWwnNZGxLluDFZIAXcmCwQwnNlFPw6bo3D7WdjuuWySXvJ27JJGaUNd+qUSdZgnaQyirMmZVa0rI1iacIa0cb3z4N1mDfvrCS/OdccVwWfO3Q8riWzJDCAgsWFZRo9bS7tLMKao21cM+ibkZ2no4pNHe9DfUw8qwQlxfPr3X9ajJvF7SHJ2gWQItp4u1ivBcAhgDA+9K2eBSMITBLYyKS8jMBFTKNSNTQzj6zp47jFWrN/65T9wYp1k7AmQ2aGj19+wD9ublIUDe3jGaqG6deCWe/o7ioAGedLaE0AKYTAWwd1HVKW6hqyDJoGrxSs1nglAzNFSkSrwQb5EYAoGxItUWdrRDtEn5eo3QF6UZOPMmRjMcMEl0pMIamnimYkUI3HDATJwoeE6zmYgSA789hUQEtoKEWJlk8IErRYs3oVzqJdvDps2E2CCPrEzcslMvyNLB5ytQrGxGYLzLF2SwYUC6ZqK/LrexjfuznxBx2xM/tcoKdj7SQeUofKFSIx5Bh4CL96lvDv/eg77H2mu++LBW0+6BADTTL4gJiXg8BZ2wA1oXsUo3ef8bmJDBmltvm/73sQW+ym7fHdGDg/IADHRG33bFyGbncPwgSQwImgH4VgetmZbLpW9gkmnRHr9vBOILQjqw3JwCJOCF4P0vGpyw13T6e9tv7t5ZDTVvG0Flwpwv8aJ4Ga+u46ZW32yZTj7N2ULBrjwffOKnGEoiY3W8aLXnCyLlDCBwmL8DxajFiYYNSXSM8gCYfocdKSKMdLkQ78L2qD8YLPXDrhS0/2+fzhmnHahHSkuBET/+dkEEDN+kJTV9E4OPHYlsC4aWW/6fjoQdF1EGAD1LwfsOmo6RAANqk2Ee4/CMZNkljSzOJt9zjD90NMbDjP+a05JJKN+/+2638/z6LnB0BeGJK1JSkss6whnxleG6+4c3TK/ttX+dFLx4HhlLXUjWb/8oqTh0Me/yMVDlz3ExbLgIxr5RDn/pli5ruN7tqZ2KHvmBbLMsM6waIJ87DrzpZGY05COscwabmczklTy2RQo7Ul1ZYib/h0NGb+5OUl3zrZ5fJwxe5sRVUmfUEXjKU902t1YD9ctNi5Re3oENeMC+bDjXsWsJGdZCU+R+Pw1iGI8oRqi3IhI7gnRUgRJMil0GKTEvQCh12F9COhgTqyO2U4HAkBLh6QurnRRcd2BVynXe/9BWIim5SOIm85dILdgxWvlTm3PnrG761TXrn2lN945xKHgwC0LJukT3maZE2Iu9WGd39zwmhQ07Y6zMcVkY5N/5g6g2FTKZKBpVkpsrGlWao+zUnnAZT1xiHTkMqYDBzNIoA1zVKS7VjqsyinqxWj3ZpsxzHQLaNFg5AwtSWqgI+3j0kzy7U75zy9P2Q4bMinhv31qr8eQoQ1Opl6cGAuHGYVGDlAAFc04J6zTXXgjdxI6GgcXVznM02LziCIzX36OJ0XOFonmaUtWYyy7hIQIdChu9EBfd28sFaite1lpM7Kfr2UMsh6dBq6/OPDmmvzFbOPeT53csZrHz/hN754iQ+9/IS2VCwXGd842UVLH1ISl8OAeZmE98qMNM7X8zbBhbdUf7jrLtN3Gl0Ebx4Bk86j50mVB2+4uGfdXxdctCoGNMA0bZmlDWMdYmAPsnD/zx8lDJXhIxPD1xYZN4aSndTw0anHeDjMRC9xP8rbXh510QZvsVzZnnGzHb2uZJe2uJHu2riGddIp+PZ9qJNXdZ8Dzz3Qf7/HWZlTWcVBbDJ2YEI3bzrw17MVZa0tRFBBOU8iQ0pWZ8wrhCdRIf1tmAfTtf3hGik8N6dz9o+WnDwasbu3olprLpbBB2+WDHn14BSB5/rhOY2VTPKap3XGzd0L3j2bcmO64Gyd4wlJhA9WA26Mlnz1bMbHds+DD9vuBV8/n3BntOK9smAnaSmtIpUBdKuFZzdtOI0Az1mbsBOZM22Ut4wTx27aMktgGmufLmXtzjiESXxsajiuFb/9APbSllyF38ulp1COXFlmaYMnNMW83/gahdcZHM++xiG0ZeM9YmIyV8dcCffbBj5CbWE7+aOXP5B5Y51ES9cHUHT11belS0UwTznRM9BDHbbl5yE6En5g5uRZi1aW/cMlrVVce23Ob28Tblw74ytvHHFz9wIhPMsy42mZ93K8VZuQK8t75xOWraZ1knHSclFnKOF6D6/w+INUr0tN67yauqS57UTDPHo/dWvO0zInU46nZU4iHSdlwdIEmwMtPJO0ZpoFE24pPLNEM0oMP74fIsF/eNbyxmLAj++3HBUlV5oscgFEb5h9OCixTlBWSc+ylsqhobcW6ACc5zUsv5chYiNxey160XMnf2pwiYhMECLjZiON6lg0PWLTvz/iXr6tgAG8CGlPENk4AkZ3BaaA7EyENKYWjtUOx2KGaKLnUmH50t/9IeyVlvaNApd6hg9gdVly8OsV56+NmH19QfnKAdmTNT5EbSLPV7idI9T9Y9ytK4h3H8ErN+H+Yzjcg6fnMB5CWQcSRExgElWLsA65bBCtQS1rRFmjzyVyXfXnXqklplAhYSsDaTztMHjVeAmDY8vqkkKvg2eNqsOtd/Ga+vB8hQsmxsGXJ7CahA9R4oFxE79nu2sqAjOndYHd1NU6bayPu1Qp2GLe+A2Yoz8YnvD9A26e68/yHCbJ1tj+rho75I7lFZ7yx5zk8M++Ak/OsG89/d4fw//PhpzGynbLpNlvF6HdC6mfA6ZsAyzfyWvoeT/7XuRTL3h0G6yLhQtsHmrv3h6RbqkC5T6g3m7rNnYYIgW/MwbTWTCvzHYc/hiK66AeOq7+4YT7/0ugci5sytWiYppoJjqhdXBnVPK1+YBPXlpypSw4yisWbYBVWyepn3MA7w7m77/dHmujv+N9IMx16wXWCh6uBszShqSL6Y4U3Z284mmVc3BpyYfbhNmg4vF8xN4wdNkTbVlVafCryFuSwrKepwwmTW/m27vidyybeCukx7Wyp3z2BsTut55bXTH8gyhktof3IFRIj0P6PrGuA2+QwfOmB60Jnbgkcc+ANcFUORzmlXYI7chTg0o8uTboqWCW1xz+kV0+/ZefcHB7xfn9kOTULCV66Ll0a8nFw4xsZFg8zdnZXbOcZ72htoPeJHmjmd8YTW7fGtv57wRDU7sOaTVt9DwAYhx81KlLj/Dh81WbcO9kxjSvg5Sj0WjlKKuUG4dnvHcy5fDDJe6rZ+xfX3Hy7pDJrKIudW9IraRHFsFE3a0d+iC2FGQEj4UIBrJq2yOrYxDGjy5hCgIwr2Xo4mwDMx3rxhFkU8Y/m773gkZvCi7C/BE6FPZ9gWuILJd4SNTPApdeimfkdd5blA6yznzU4pwgmzkmT2qS/YSD0Zqdf26fW//rBaNhzWKZszNeI6XnfFEwG5dYI5ldKXl6fxjj7YPs0XmB2jIB3zY9bFuJqELinFyH7wf2jMA0Qf5lKtmnZYk5WCNZLwLosDhTvazAOkldJSQXhmLcojMiXRx8A+OjhvpMkd9M2HNr9MhTPQ3gj2vDtWhW/x9zb9okSXad6T138S3WjFxq66pGA2gABCECRnI4o8GMpDGTUV9kJpP+hv6T/sV8kzjzQWPaOCKHFIcEyCG70eiltlwiY/Fw97vow7nu4ZldDaABVHHcrMwrIz0iPdyv33vOe97zvhqdrq2uFN0VZCOXsOHeJj2k/rV+3u5twpXVRJ9YCTEd7+KXQZvxpuFupPDb32xqBRrPc3oUzPdjIgyvy3wCpHsqc49PWgn9/TQmpOJEg6lgVjboieViuaX4n37Ad1/+RBLMoFie1XxfX/IPlyecZOK646NK4rbSttivHwDtr/E9OxT7r2AojjcNovkV4ZNdxSoXPS+AZLLBh7MDr5uMby1vgQUK+LTOOS8ce6eZ5WIVrYFCBxZZx3Wbc1E0+JRgZTEksOLIpND3BsGg9dKf2wiU6VvTxvdJfvlrXJxfc8tNIPO9W6ac/3hJNZrUPhXEnRQ9ck5KY2hUHNGJyaVUJE8Mk8mkxW8LphcdzmnmfzRh/7+JY6C1gYePbimWgfzvPWffOfCBWzP/huODcM3qOx3VX3U8+N0a+7eek2cNp5eip2DLwOyzlovHGw7O8t57N1zVJU/Ob1kfCs5mew6prVs1Ujxtk5BvnZhSO2fxUbHu7B18tQuKqzZjmkA6Ef2VAx4WwuL6YFpjVMkyc3xxEJepiGh1AYMleGE92zbjdFLT9qLXyQJe32ExHdukIDGd+DKIF6Lofw2i4oyOH2nfvM1tzAhTSkCEMQNUB+6xQnUCGvSXjh3AQhswTlOUnuA78mlgVjaYpeZkcmD5Pz7m/f/lhqLs2O9zLk63rNyelzczqqzDmsA071jXBe/Nt1zXJVUmJiCZDjTejNr5eiF2KdZE1BDLhAFshS5C0yZ9MI5xcJvakQ/+CI03QdMAn2xnnOTdHTv4EOGbsz2vDwXffnSJInI+3fPprbRltckZsmfyFZkb4uXVrB6uszbhyLjpY+UUH9ODYr/gvsUwYvjdY9y8iy3kfVHt7uuiy4IwZBAwIWo1WGr3w3/ADobXo7RceSm46VZYKFYuGT6lsHZt8LOAPm3xtQGvMI1C1QYVFN2DlvYyZ/dNT/Uq5+oHimAX7J4oiutMxJItTF7NOJxoFo8q9heG5UlBfZEzrTK6ZU4xyQm5wey71AoWUJ0wVGIIqM5B5+Q158EoYpERC4llY7o+ykeyncQU0YiosKvk5irHCPiCrBGA1LRy/aIV5pHPI6YTUFd78En/ZhA0TouS8vF4LcVaDDJzDBzu6zfc13SAr609+6vDPL8MxLn/+ze1/fQn2ycDIFQircAYVG4pfzThR//zA8Ljx7DZoL/5HBXCEZ2Ko/+PEasQGbjnA1ASjv93njtaL3cAlNFrYyes/jPS++L938Fo9h9d+B7VrPL08elzY5Tvcv9vja/XfUbMLwJtvmr7Ra1U72jrxR27zkjSrI5ggrKyVBorQbA2kZiFlBxEtO0ZIXc/U2eR0IGdRXwX0BPNdCq2sqerPeGV4rtPd2SVp91ZYfIUEd+pQefj9zrN9fWEP/7Dj7n8dMrqwZ7tdUE1bwXYQCrhzU6scHc3BdOThturisVpze1VxXTW3NWUgcEmMM+9WHvPGrabgum0ZbfLKauO5iA2lE0nSXeeO7pONH2axrI4ObDa1JQXkSeHW5SO2K0IkjadPKpaSe/77abC7j2L0zoJ+Ka2osixL7dPSCMQZGHVXwHU/CIA5/59fZvbsLBYSTB78A7ds4UkSJHX4qD2P96T9uKIBSaL+CaQlZGi7LDzyMl8j8oVF6db/Cd7nvwzj/nWBY/TfFQVGf5vnmN+/33yP/0Z5sffo/xff0r2336X6b/9O7J/+hT3Z59h3p8TXgmwpiaW7mc1+e8s2P8/Gyb/8pTbP7lm8d8s2Pzvt0x/x7L5/zzVA8/hUifRO+j2wqiorzImZx3b1znTs5b6KqM6cdQ3lnzq6fYGkwkzrbd1bvaWxdOWvLrELC0nFzXZSjG7abBlAN0N18Jk4uQHkH0wJTbSlqMyIzVHm9KmpHHTAzW4ANYQ9x1Ka2LnBzAndl5YOP17Rq1SpErE22ZM9Jsy6s740dkRVIgugThDmxQoLdorxkSiV6hkq907JMUIWRmF4XcSCJ3DnhpWqz36rOLB0y3oGc9+3KAvKk43kk6rixmrv74i/9EF9b97SfXHzwj/+lOm//Uphz+9pPzBnPZvN2TvlfjrdnAi9Ncd9iKje96SPS1oP27I38/pPm/JnuS4Vx12ZQk7l7RkFG7dkZ0bDj8PVN+0bP/Wc/ahZ/8PgckHisPPA8Ujhd8EdKUwc3m/eVjSflxTfGeG+rstal5iFzIetIm4nRpauGSeJo1ZKB+KU1l0co0FaFUJyLt7T2K4F2O6CIWMkaEm6MIvjpbf8mZ1wEU5cWu9gC/3Ez0lge0dYEZH0bzrIiYPmNTOSThqS2VlKlAUisVpDUXFydMdtI7FH2aoB3PYHMBqFrml/NevWP0I/uOfLPnuj17z5//+MT/8wRf85G8e8K33rvj8xYLVrGZ3yIeCyKGzVHnHvsmYFHf3Ve4G15peuwl68epIF8zgolNax8FZqszdcW7MTRj0n3qdpNx4cl3gg6YLmkXWDSGMUZLWWSXHN0Fz22V8I+nE1Z04RIElMz2oHAZGTX+ufkikGcSOB8BmdG/G+/7/RsV3klSV1rFLa/PAmBmHh73ActLayPFJa+Woh9Gza3rAxmjR7dEmDMDgyaomeFg+bnCftpz/fnL+mxpUlaMv5nzw/S3qyVO+8Tu3qLMnnJ29wvzeBzyefor57iMeXFyjVifkm2aYk5892qKnlh8sX2JPDL9ffEF+Dr9XPqc4CZxc1pg80NVmAAt224LprOHV5YwH51s+/nzF+w9v+Oj5KU/Pbvjscjlobtne1jlIgr51hmUSi51mjnnnyXQcXGOldUz+VcZz8HJtTxOjUXKe4731QR0NVOPRUVKOVfRuk9ADO+mYqEaCv+82+e7Pxac9iWWlRpqDsWc4D6xQP7gfDeCOOhblAExav7KZHGumMufoqeXs6Y64znnvv+pQ04y4a1HWoJYFJ399Sf7dOfs/u2LyTxfc/JtrTv5lyfr/eM38B5rtTzzVw0h3k849i9RXlurcsf6s4ORZw+uPJpw923P58wnL85rNZUk17WgbM7Bb28ZSlI7dLmc2b1ivKxbzA7ebkum04XZTUmSefZOJlbf1Azt53+QsJgcmu4q8ciyKltx6bHrmBMyLlMj8XbcZrTM8ON/SNka6VlIBqy/q3Umt0rzdxw9Dfp1+3WvfvLFOPnJVfNubL5UUoPoWpwTY9IDCL9sGwGbUrUMCHmwte9MI6GMPkZCrwYEp5Ir4ohBPnE7RLiOqU+JG1WhhrpjI7rHBTT27J4Zu0WvuyPm2B0W7hO5SczhXTF8Ydo80xU3G7pFFhZJ2Ycg2mYA1BvLrluasYPLRLbsPF8z+6hWb758y/8k1m+8smHx+4PCgwNQBX0qblGkihxPN5HVIrWQRV0Fcp7nAJU0cfwSvBKwBK+7d5Nt0XQ5JR0iBTgYXpg3SXqYT66kD5ZJOldGopjt2zIwHVb/d7b2W9qmvsX19xs0ve+1NTJGhCqfk93311hgBbqwWdeWqJE4nxKoC72C5JC6XxBDk5xCl/230s4A6o9/3P4+BHhDgBu6CQHAEguDu+/rXRqDO8b33wJoeNPoS6COfpXTCqcP4+oRjpfFNoM2vA9iMt69qpXpHWwiK3DoWpzW+kYQTGJLt4MVKNkYJcmOQBQGOQa82HJ1KdErEbMQsDWYbMI8mlC/3mO9/A/vXnxBqOPlxiX5yQvhiLSyCeQlNh5qWxKaDEDgxhvi65NkPFe5zxeTbHncZUDYSOkk+y7OG6KA4rYkOLk6kSnW+kP1EuzsuKv3/Y4Cp7ggtVOcOt1OUS0e315Qzh280E90Kcp90TbpODwDSxQ8OXP00Z/GkQReK752+ottrTCHOUvmJVMTFRlxTzAPBSzNhszFD5b5Xwh9baffbm6qUSsc77bxjdtRdFsLbDXKyBEzcFz0lCCque7eZkfFDVvYnLjbI2pJcgI6Pry3FZSivHOEA5awDFylXHe4LKP7V+zCfSD/uN94jPn6M/i9eE7XGnC6Jpyuy/6EkXpyS/fcF8fwMe3FCnE4w+2T7FwPF92swhunZDLKMxX8nA2T+L+bgAot/JmK+2XtxAHQrAJdRPoPYGU6fBGKjKR4HYqco3gvEDqpkkYsDEXkNVI87/A6m74NfO/JFxH6wYBY2qFxRivAG+qwkXB5EX+TghTlTlsRdK0B6JvOwgi8zJa2G1onOzaE7zt/9PGdFHyemVqljD0dqkbKK4N/+PBSaiM1Blwpfp57kdK0gjeGeiZVHfKMGYNcWgeBAJ0tMlUA1lYOZRkylmBYePSuYfdDAvKR4VhNfbTA/eg/OFqj1FrQmnq/Iv/mI8N0PqeZ/QfgXf8R082/hxz+kVH+JenJGcXYr123bCJ229ehJJyL9p6IBY880/rLDTBXuVYfS4K7dCIyS4DzUgeKB3P/Je+CvHdVjhV8HigeK2EbMXN4Udg6Va7qfH8ge5bT/aUvxB+e4v7si/9aUGCKZD/hXDboyhMaLM9jaYZqQWFQaYxXhIONXZ/046cGedN+1QpcJUCOBNYXo2QwsrtF2BPw4gn5wHGdvaWu9Zpm35IXDtQaycARrlDD9BBAGU3jcQVrW2p2RtawTIMdHWbOUlSKEKeT9xTKick2xDKjSYqaK+POX6D/4FnG1QL28BKWJ33zGefaXcLHkB/Zn6LMl//T8NWpS8sMHr1FG8Z2n18QAp52sSyEJSnYHxZkREPj0Yoc7GFbnO5pdxtIGmoMd2rx6wX/nDXPT0HSWadnSOcOk6IhRMSlaYlQsqwMhKkJy+Gw6S26EAfFwtuNqX3GSt3zzdE1pPIU5BqBV5rht8sS2COTWMSk6LrcTqmQ3XlpH580dBsIA2iQGxdj2u094jQ4Eb77EwIG7rJy3vV0fStpgOLOH4RwZteX0Gmu9Rsh464tbd+t3PTCY2Dh5AB3JJkFaEzU0L2H6TyrIDWpewbQkPjqH70CcSqEnnJ9jnn1M+Pa3MOcr4tkJ+skrYlWid/shHtbrHZQZ+vMr1OkcfXqJfrBgfnaDWpVkr/aoSUHcdkO762yzR0811csb7ErzYfmabBn5sHgFQfEea/Z1gdE1uzYjBmmVKY2IDhfGc1oIyL3MO95b3jLfzAYr9dx4JnlL09nh3lsTBhF5o4PodOkw6JId9Y56wOauCHF/rXs9mPv3YWy//S5ErXv3o74tc4i39LH9uheotja1g2dhKE714DEc1yptIqoQJ8B87tETmXP0PMcuO8KrPeZHT+F8BVdryCxxtaT4zoa4nDN98gU8Omc1/xwenHCyuoL5hMXTLcpqsrod8p+i7kDnXDx1KFvy6LxF2YxHFw2gKR/J8xDTOIsBCB0xwjSIPmB1uiF0inK1wTeacrYldIpZaPBOtC6zCM4ZlrOaprU8ebSm3giIs3qyH8ZE/7xMlh27mxxjA21jMUWgKsLgxtrHxSTG/3gbGEzjDoF7Oni/bLv/jP+2t/JFQygN0Vp0K07NGujttlF3mTbR9K09DLo3wEirRcARgGBBO9F/sbUwVLJtpF0odAvmoNCt0He6eUR3Cl8EdGswJy3draE4rTnczuCko601buFF96U/F6Pp5oFto6kvIrfPLPvHEXPI2D9SuDLDTRXZVtNTtPKloVkogl2yfWxQ7oL9uUZ994RmrlEPS1yl8Jno/YRM2D0qRNqpAFCuUtg9tDMt37FU2EYAG92R2p4i2skFMq1cL9MJA0mFxLKJ8U6RSfmI6gQC7plBqm4Iyynq0MoXuJdMCeNZyUPRAza/1VYp+Gqmza8I1sBXADZaCWiTW8gyyC2xLCBP9P226998j2UT7rFb7v38pi3Eu2ybNx5z73fjxOR+4DgALvc+876nH9w9Rppyj6/DkFTc2X5T0Ob+Z/0jgDd57tgeCl69mHN6shcwIZP2J6VHwViW9ilh0llMVV75HBG+lIRAlYqwl/YMu5DgPzuFeL1l8oHCPJvL9a8K9AcXUGai1r3ewrSCT16iHpwQn1+jHy0ILzfYJxPCusGeZYTGY8o+WWC4N7GN6ErjrjzZA4u/duiZJh7kXKPjKLqtpQVBWei2GlsG6quMctVxuM7IJh7f6MFuUGcBm4INYwPbjw0hKK4/qQbgxQdNljlhWGwlUOnFh5svDOXE0TYSGHatGekvhKH6pJUAOkHLgqiNHwSK+38hqoGqfh8kPrL+3u5Y6hLrqbyIhCYetTNISbiJg3NN6Eh2xQpTReJODfbEupTENjokedxBdqJQKpBdaHQZUIUhf5C+7/MbeH2LOp2jrtfQdsTVCWp9S9Qa6gMxzyBE4ulK3nO6kkQ9y44su0NLXC1RNxvikwu43qI+fEL8jz9DffgIPn6JWk2J17ukbaWJ6xq1rAif3WLen+M/2WCfTvHP95iLgnDdouf26PhUQWyDjNnak53rZL2thUVSd5i5FZBmpDOmTwsBcZYFsfXCCFQdlBYO7jg/39HbUrDvYF4Sr3aoKhOGTZD5OR48tEEoqkFaGGMXoL/2E43fhqMeylvczFTRrBXZIWCXIhrfM4xCFyWYCcldIkirQPRKdGM6ha0EMO4TJAAz14R9xJwVdF80qFUJ6xaVW/QiQz09TdTYDJYC1lEUEnM0DTw4RW02qO88JTqPengCkwKukHUQZOzMS74QqlkAACAASURBVNh1mO8/wv3ZZ9h/8oz23/2M/J8/ofvTz8l/eIr/6AZzURHWzREsO/ijt6+V9UdP5WNVEQa3pkFwOs1rRsnf1aUiPN8Q24h7vh+uZWwjAQEZ/doNQKouhL1jllqAsrnC72K6TgFVHq85yDOoCk2sg7x35zFLS6g91P5u6/B4Gwv8/yZae7/CtihavthNediKlpXJwhuZiT3zyJZeWlmmHp1Hci0uW9pKMiAObjJf2aUSW/XCiGZb6+XZnFdQH6SvfzaV2AdgOSWenoD+BPW9p/Dib9E/eEr4vz/G/s4F7ievZAxcH+Re5hr3RUP1g5LdXxxY/ZeG2/83cPJD2PwUFk8adi8yqmlHcxB2ZwgK5wxl3tF0lqroOLSWIhN2Tm79IP7agyGd14OQsPea3AQ2hyK1dWpu98Vgi94nnn0LqE5V8XVdJt0RjTdaWkcTS64HZIA7oI01QZyErFj89se0zkj7Wp+EJxYFkMCetzFSvrw9W615dTvl4CyzQgQmezABjutlbzFfJqMDoyM2sXCsEUBKm3BkcmUC2ORTYRzZmXyePbMo1YHVwoBcTcF5sZO1BpwnViXq+QvidIJ6+VLAnGQ3q5pG5qtxhdcKa4cyk/k9N1BIjK7y44VUWhEaj8rTHDBXuHUgP4HuVlHMA/vXGXnhOTQBpfTQQgPCppkknb4uAYGKyKvNFIXoLuUpAXdenEPlNTGhWFYHNoeCk8mBbZMzLwV0zEyg88e2uR586bzBmi59nh7YOH4E0tx1gSO5nL19O/DeYCOE1OI0srkHYW8pLc5f4zZwW/bsdTlOm4iyac4pgcAwF+t5hkUKLfZxiVpNhD3btLCYyXgpcplfq1JYtcs5qsiID85RV7dwfoKqG1hOUeudrFVWw6sN6tEJ/qcv0N86I/zlc8wHp7ifXmKeTPGf79DzjLDpUvAG4RDQuSJshf3pNxEzFfdLWwq4ojMpqIyvhVYSBxe5o6mPKWt9JbniGGjp9jLHAZRlR7sz2NJLW2EecK3G5qm4yZFpPm5L63/X73vtRO/1cNybtpja4N/mdvvtSpgwRmEJ6A6CVcdWKXUEYwS4EcaMCOsqxoLFMAJwEnvHFwJGRENyaJK2Id2C9uLWBIrsNrkz7ay876OKqMD/wwyA/CPRgsw2ll4EWbfShlQ917gJTD9TNCuYfAHtEqqXkWiTHo1i0NzxmYArrlJoH3ETTcgEqHGVIm4EiMm8XAtfCMgUrSK/CjRLxeSV47AylNee+sxSXQdcqTBdEGYPAm75HLI6yu9aAWnyXUA3Ed0qdBeIWvY9kKP6Nm+l0LuGWBWo3UFAHB8GkBwvblqEmO5VkicocuKu/lrj4Fdn3LyRaXOvBWp03ADW9K/1/5Q+smysObJusiwBOhoVArH3PB94kCPQJgE56pcBNuPta/aQ3f2eI0DmTeCMfOFjeX/MpEkAjyIcRT7DHQpDev9bDE7/Edg3hyZjUrQ8eH9LsxbkOwYJZAbNmgx8DWaa9gWERpKD2IkjDXDUrsg0OveoZY7pAupijr48oC4W6Ksd6ttP4OW1VJ9AFqOiQBU54dlTdG4Jv/M99J/+OeH3vo/+878ifvt9zE8/gvkEs9nLvekc8ZCAw1oqQ7Fx5ItAPHjM0hAbudehkQQ1Oohe4VMF1B0EtNm8LJiuWnaX0v7SrC3F3BMcxCjuN4dtRnXu2K8V5QMBYWYXDdvLXKyxGwkkxsh/lgW6TvqZ95ucciK01LzwtI0hywJtK21qvZ1hX20YVxbGP/cV5jHDZszgeRc9veXEkU0Cftef4/F3yo4YWGn8AANjy04TCFil8082xgQwVSTUEty4y4BdaUIdMEuLmueoeQnTUgC+GKDrUG1LPD9jaJfsWX1aiY0fpN+pQTU+np8CEL/xRM75wydgLOrbjyHPUB88kNeLfGD2qSoHqzEfyFxovm2F1TDJwWjMPLFckgU3IUqbE3JaKjcCxJRGqqJGoxYZqkgOUPc1tHpNG+9Rk0w+pEwPWW7uAvHOwySDukUVdgBn9NRK20uuB9vwfo9JujZWgjUz1zSfvf0qpt9E8mnELAztCy/3vEljIM05ck4yDnwtbZduD9mJzD3ZVNrrdJncAhVkj6XlNf9QghL74Qoyi35yIuOl6wbwJmot8453xPkc1rfE83O4uiY+eybOCc+eoo2VIHm9Od6TJzvico4tczhZkP84wGpO9kdAkWOnBWiFOevHQRAWIQi4ZjWx7sBoYu3QPbvKR0IXBqFps8yJTUBNLCrNY7rUArA0gpKq6TEhFlAIuR7hCGbZpSa2EbsyxDZgFgIU6pELlLIKEqgYu4Au+9bSr5hHEtumbwXr//82t5tDwcPJnslc7NjHc2DvNmLygG81WR5pNpZ82tGsDdkk0DUKm4VUBT+uVyaNJbvSYBX21Ior2yLA6QL69SYVtWJVwZMHxGdPMT+6lrngD5/BtML+3mOYT7C/qyCzmFU7xDT6rIXMMv2DxO77USTuHZMnMv4nZx2hU4Pov7RZRhFVNoFDKye8qcWt7mafY1Tg4OzQGibaW0dGROsNkyRc+mS2Zd9mPDu5HVoaenfGk8lhaN3qP7/XdClSK4RScHCio+GDSnbPCmOSy1uvBQeUmeOQWo3vbzoxLd521Xu8/fSVzPffWq0He/iQ2n20OooT+5T81UmbrHViAd0lJo6LGhM0NnqCEuDGNwZ9FvA7hZkJAIvV2McC8qmVsGuYijhxnE5k7nEe5jOoa+J8htrtZR27uhIXl/oga5nSqGpDnE8FZFktUE7mHC3KyJBZVG6JuwO4gG49sXYYDWHdYVYGf9lRfsPgXjtmzxzNpWLBgdvbkswE6tYSUIMWXIiKKnPECEVqm+rZJb0BQ38f+0S4yBwhaFbTmpCc7jpnvgTayGcFxjbxanQvxpXS/j1j8KbtBbPfsh146wxF5shzT9sarGVg0Qxiw1kgOmFb+0YPLdI9S9QUPdvkOOfoQuZMs5CYUc8zmOQoq1FPpMgQF3PJuaZT4nQq+5MTKSI9uJBjHj2U9eVshZqUUFWw2w9zjnqwh6LATAqZn36kYVJgvweUGaaUVhczbwdDA92G5DQpBYG+VVkpYUdnOghok4AW3Uls6lqNsZGuE9ZR2xjKqiV4xWTe3jGgGLNoxjXrrPJ39sYcWUtj1rlcz7v7vl2x18bpsZkxgNNrVL11O/A/v8adVDSrHO2SGK4VjZo+945aDSBOD+qIoHFqG4pHwAZ1tAXvtW26mcLsI/W5oryMtHMo1tI2pZ0wUEwrQEfIIL+JHM7EArxZKfKNtCVlu4jPFKaLw980LYMddzeD6pUweopr6KaQ30Z8DqYbtYN5CDnEg5xjMJFg5btFA65QA7tIxYjdCwg1eSkA0OSVp1kIaNPODNk+pHNJOUZig6sQyfbydwUck70vpKAdLYMDlQqgfUB1QcAco1C7A341xb7eiOaOD0Rrjp0694kewUtBzNWSD3yN7ddolfqKdp4xYNMfdx+w6cGc+6CNMRLwDl9oRCG6//oYtLkH5PxG4MzX3b4KzPkSaHP83ZccWsYAzrvY3iGAM5m0XN1M+fjvTnn84FYq2mUQkNHEIenuk22bYpA+2DUpcVB5Xx6W/ysrSaeeZ8TWYR5O4NChH8zluq5mo7GXsrXX16jVkvg3n6AePiB+/BL13iPiJ69R8wnx5VrEvG7EvpDMCrvgfIZ/scd8a4X7Txuy3z2h+dNrim+V1F8cyE8V/jaxgoDgpIrfrC0mT1R6E9hdiyNCfZXhvaa7PFZ0DulPXn9S4YNm/YWAXv6FVCSbxg63bbwotCnQOKwzitxxczNhOpG+4aps2e9zrPWJhivVghjBofFOHxk46qiH8ybGTd9i1S+Ob3thOuwtrg0sv+sJh5HO0T1mk7KK0IjYrt9J5d9tJJkMW9E/Gp67IoE0Zzlh02HOCuLWiYuSldU91q2AE3UrbIb5BJ6/Rq3mwtiaT+FyDRcn8PwSHpzCoRXG4B0dLZXs/rQk9Da1F5UZvNrJ8bXYIeL9UX3+0Il2DBDXNawmwsQ5maQql5F+uDQfqtJKUF23UOXH8269gC/9e/qtd6nzXipqTYeqCuKmFo2b6waWFaxrAXHG9syNS+Wsu8BR2DtUMMK40cKuwEdiK61uMYCZafzaY6q3NWKOm10q9p8pzFZYVcqooSc5thGy1F5UkbSyFKGOZIueNSJsET3TAwClFxnx4NFPFsSbPfrJini1gVkJ+0aSJp8PLQoDY7QoUJuNXO+XL1GXN/DF56jX15I8bXbyN5pkA2kN1A2qzGG9k7a93QHOlnIvFrmMmyIHEmVdG3ABtZoRP79CPVgSf36JfrggfH6DOp3C1Q6dGUKybKcNhE1HbKUdihAJ+xZVKtzLDnticDceUylCYg7G9riOqVxapPQkVd2nGrf2mGli3OTq6B6VGE96aoi1R08T04bwZpcxTRKzZmiPRatfpXX/N9oezPZ8dLNgtdtTVu6O2xcc50KTS6JRzCXZLJayzyYBdHo0UxFNl2kdS+wiPc/xr2q5z0rJPQbU1bVcV+9Qm48hy1D/4a8gs/DpK+LugNrUhBe36ItOEugexE3XOdYyl4Ub0Utylw5dJhHpU0W3Blv1MYi4rvmdpqo6druc+bThdltyuthzuys5ne1F1DM/DPo4vai60R0+aArr8EFTWce+zfBRc7mdEJKGzdiBJkSouwyf2nZFoyYOYJBLDjs+6U6MGRN9cl13GZkObJuc3PgjSDIqJMQIgaMWxbsAcH707AUvr+Zsm5xZav/RqKGjvtet6Vt7JkWLTfod1npxALJhMBbQmRxvpxFdSGtifi4MS51YlCozUGSoMpOCZ9dBDKhPXwjYcrOB9x7CZy9Qzx7B569QFyfw6kbmlSZJW1sDmz2qPkhM5D3h71+gvw3+Hy4xH5wSPr9Fn1XEtYw7lRnCtsO8N8N9fKB4MmX/047pexmHn0am7we6veiaiFaPHwCqrBSx2J5F1QODuzZjUTZpjLg7rIWefeWjAHptm1FaR+ssufUcOntP6Ffanmxq2RszbQKKEI6siDeFwYX1NO7tM26qxHZzSRdxaOHpi2rpuB6cySYJeJikn2c9Qz0B3Bp0Je0lepnWrFVJPDgZL5kZigtqtxeGn/OouoamQTUN6uVr+dtfvJB7/dnztH5dyjrXswJ0mr9O5sTn16j3DPH5DeqDC8LrLfrJicQu8yLp6CXW696hFxn+VYu5yOleN2TnhnbtMVOFr6UI1+3TvbQCXNk8DLICwSuy3A9xqU8M7WHGTkz04BUm6xk2gSYVNfuffScag+MUrI9x+3a0rhPW+pjFPpYfgCN40zt+vW3Gzct/fkq2FyDEHqKYFRkl+YtSA7sFBUHExo5gjVGD7fcA3iQ2VN8OFDVkW2GEFNfyJYsbEe7Nb0S/yxxk73NhxYRMjkEJWKMc2H0Uho2Kw81RHmnHSqBMthOQSfYMoEn/+x5QCjYxh4wwdvppXbuI3UfyXUAFTVYHgpHvYRrRu8lvHM3KMvu8oV1kTD9v6GY9E0AALe3icH1MFwiZwu49vtBkO4dzFls7vDfoNkADygVxoEo6kWbXEYscs66JmRWNG+9FTHmEZ8QYE16hQRtUYr3FzfZrjYOvIU78NQCb/vWvAm20Tq/d+wcDGKOckxTyfrltDNq8abuvYTPavhZD503bL2u3GrNuvuK9A3gDbwbGftXtN+n7fwdg0X6fMy1bHnxvT/1SkZWpStC7TXVKaJI1kjjViXZfi55EdKQkII6EL1PVqbTQedGtWadgWI8SdeekrQWIp2fS+31+jv7eM0JZoD94IEjoh4+gKlFPz6DI5SHqWRDp3piHE9g12PdK4nVN/kFB2DvKb0ibSvFIp5acSGaF/jn7wHN4DvP3HfVLxWTaUV9lQn9OMdNYa8CPnD7qQ06ROfZNxrRq2dU5Ze7onBkWCx80mfUcWsts0rDeVqyWe243JfNpQ9ta8twNNNyeAqpIwWwSi+6rO2/q4R2qPuZIIY3vYGGaLDuhzV5DbzM8DNcRCBq6CFoYTzqD0Cawz0n7xwCaaohdRJdaWo6mVvQ7puaIgreBqDoZX5lD6QxaJ2DLoZUqpjFwcUKsKtT5iZxPnqbPHiDpQZxiCk1LvFihNjviwwvUzZp4fora7QX06bojnag+yDh8fSPVzvxSKMplJoH47iAJe9dJoN5fh6qQIDxR5O/MJy7cBZThSNmMAZXOVS0nEsCdzaSVZzWRxFunxDBFNkorYu8oFRxkBlXGxPIJScTYC1sj18QgOh9hHzBLEc9925tbR/JZxK4ymk+7AaDRGXeBh3oE9J1p/DqQPTCEnbSfxS6gKiOgcYjoh1PYHCQg3dSo82UC49I90cJeosiFbl4WKO+JRYEyhlgUcLESRsWzx1LhzFPS1bO5tIaHjpjnqNOV/G42EyBoPpWfz06S4F0YxrdqO/k75yfE+Qx9tiCertDnr4mrJfryBnKL2dUDTT7uBCyKl9L65p/vMY8mxI+36NMC0x3Qcws7J3NvKYmjKuQamaXBrz321BLrtO8CeqoHyrD8AVClMG7EEl6qgzG1lH7Jwzow6D69S8bNi+2Up/Mtk0XL/janiG4I4vv5z5SerjZkJ47DjQhzNmtNuQr4BnHrSoKP8h2FxRTbgJ5aYufRC7nfqmfANYmp1bTgMmmh2+2l5e5qDd94jHr+GpoO/fRUAEMXiK0Hn9oREwsvrFuUUbhLL6DNZcAuFPvPFflUWlhMJglL2xqKUsD+07Mdnz9f8uTJDZ99dsKTh7e8fD3jZF5zs6mYli3Oa1pnmFcN17uKBycbPrtc8o2H1/zsxYonp7e8uJkzKxq2TYHRIbErUlFGpzYUK0ydKnO03gzgj1XhTkGgt8QGEe49dJZZIZonvTaOUsLI6FPsXudExSNgc1/L5G1s//5nj9Eq8v2LK5rODGyiHrAJCYRqEsDQOWkBajpDCXSJeRGiwlpPlphbpug43CrKs4jbRLIHlrDzmFLYbcpqYdvZWuaCNAfH6wP66Qnh//wb0fr7v36CvpgT/+Ijacd8uU7rVJpDMguXW5Eq+IcXkmx/8ho9zwkvblGVJW4aeTadMI5VaQiv9mQPMvwXO6r3Nf5Vw/R9eVZnzxzRRyonSY2rFd4p9uuCxYNbtpuCsuq43ZTkVhynlIpUWXcUZh4t4Z3XVNZTtxnzsmHf5EyK1OaXd7TOYBNLa6xX028+KEK8C8bct4+X8QN1dxTpfptb3WbCuEkM6dz4oTVHJRaIzZP+WiWMm2wijBRTia6WqWTO6V37YiPrVrjtpOBQd1KU6byAN/26HlP+lGXCpNFaCg/np7J/eAF5Rnx0IevN6ZKoNapfe2CIQ9STU9m/fw5ao7+R9k9OZL0tsiQ+HzFziSmyDwzRB4oPK2IbKL5loQ2YpbRZZ6nNOnQRCISDxIG+VigbiUmH5KvWhRgVNo2DsnT4TjFZdvhOUcxkbrdJIFyPWDmmj/n7sG7EtLkfJw+szBQXh2TX/rYLmw//5HPcxYLmrBRL6tS6o0ZxXlTSJkSIYhpBz7wR1oxyDLo2UQsgYpKblPbQzhTZPtJNkptSKeiOLxV2L6CNKwVoEbZMoF0oJq89+zPD/DNHc2IobrwAI93ouiUjC90FfKExh4CvNKYOdAuD3Qe6mcE0gajUAKI0J5bysoOYU77u8HlOvgm4Sg9glM8Uvkg5VW7whWjmBKPo3i+xTeRwUpLvhHmknbBqQnZkIRkt10q3Cl9qzEHjCyWtVyqxc7SAR6rzhNxiNg1hkqM3CdxuOmKRoeo+Lk4DxjmUOvqy0bXEYKBtUWX5tcbBL2HcvCFJe5Pg8Pj4sTbCfdDmvtbNWEuhrwiP0Cnl3HAOMbVQDcf2+/v6N+NtLBj8pu23ERG+Ccz5KtbNCLyRP/8bgC/j6/6WxRt/nW02bbi8mfLRX5zw+MlaFqCecZMDCCCTLeR4O0+TZhLR1FVC3Xt7N6uhMEk8VaPmhVSoHy7k+i9TxbvIZcFoO0lEf/YJyjnRLQkB/dEnIrR6dQ2v1rIA7Q5yDftKFKQkQ1oP1GpCvKyl8nRZo09y4m0nrJ+Dl0k9U8QmYFcGf+spn2q6V4HqATSXmnLV0e01+dQTPNg0ZnynUVraoZQCEm29zF3SIXDEqMisTwJ80i/fdlJx2u4LJoUEQWXu2O0L0S5oLFnmca1Uv1SUBS2myoDOUqCQ+of7jveeonyfcUMQ6vrbXpjq2wy7Dyx/NxBqqeBDYqu5CMhe99X8XkNlaQg7j56nCneVViatBkFe8/6cuGmwH5wQX2+FkbBrYG5E46UUvnI8dKjMwqs9LKdSXVrNYL2XpL1uEqiTmDRjxzqthaFjDep6I7oBl2uYVqiPP5fk7HItYEs/b+VW/sashJdXcDKH1zfyt/eNgDetk7Ht/NFC+XYr4M16J8dcb0WoclOjJjlx28gYduHItFnXqNWU8PkN+v1Tqaw+XRI+vUEtC8KulWCvccP1I/U6i56KEaaNS4mjS+wJJy050YlzVUxJuFkIg8NO3+qwAYRxc3gO+tqRPzLH7x45jp02Cfq2YJcav0nP7EbGUOwCampljrYaNRUKq3ooE5U6mx9be4tcKpdZdmTaAMp5WaSbRoC65UI0KGYz1NWNYBvrDXFSDi13UWv5f1mg6loAwroWUGa3P7Y49CAdDGulApnTbm5lv94JGLfeyRrngtDf0ziI21aepzZAak2IjROg/OAF7GwTm8OniplWw/MYNl4YN2vZh40X/bHR8wrHZ1bZNIbgrv33eBtr2qDeKePm0XzLxzdLlpuaat4OWjZASgIlCcgqL2KaJ/JslKsU2BcpiM+UAM1aWH6AJFBtQE1z4qaRZ7CV5Cm2DvV6LcHdoZPWqRjg9Vru8eWtxAhdqlq3nrBp0fNcKncWlDZHcOjgsSsrIuWPBFwrV/JdyqUT8e1MnLAIiuWixrWa1XyfBD8bdtuc3Hrqgzi7NJ0ZEuHdQdguV7dTqszx4nJOaR2v1jOMDmybYmhv6ROb3uEpxGOrTOvNwOBxScNkrDfiEaZFpgO3h4LSOtZ1SZV1HJwdjmdk3dwn3uNk/F0wbv7ogy+4upmwqQtmZWLPjc7LGokPylwYN1nWoLW4GxodmZpWBGmziMlkrytF9FAtpdUtO5e1wqzSXDQXXRJpsU2yA4l5o84XAvS9f0rct+iHC2LdopaVAD1j0EYraQW3GraimxV3Lcpomf+1OrK6+vk+SHKtTHKqm4gIupkq3DqiC3B7Bu053wmIWW9ybO55+XrOyXzPi6s5J5MDu0M+tL9lxtOO2C7Hdqlji3bTWbSKNJ0Vx7K0HwpKPYCXXosJoOmLY0Pxa9RW50dAT5W5d8K4EeDJ4J0wSXSWYuN7Y9Ym7ceeaWPn6edK5kuVK5QRFroqjbw2lRiYaWqpmxUyKeXC0iVElPNEmqPJy6FB1Qdh32x2xK5DXd8K02a7k1aO1h1zpkMaS5v9MQbpGby5Pbbwtr1pTBQHSiDuHcpqwrZD5ZpQi0tlOKSx1qb4M0hBDhhcDl2t79THe8fUwRVq0KkRRk27M9g8cKhl39TmaI5iIt738eXxNefezLTpdSXvmAO9Y8bN8z9+gq2FbZLVQQAFw90iSM+ByATU8EVqcbLycygZMW5SLtq3DilFeSPMlWItoFD1SkCdfBvwmbB4sr0wYfK1iCEX60hXacp1wE3E1clNBJiJStqQBqZMF6QtaZfa/ddeAPfrgHIRU/vhIvfvsTtHtJrFRzUhN8w/aQhWUb12qADltRd24gZ0G1AxohuPm1iybUe7zCmuGtpVQX7d0C1yzN4RCiNgTIzETKMPHl9ZTO3QLmJqhwoRc3CYQwJuXEgixemfBr1PjqJNBzGitrX8zktuMEi/hHgs2Ga5FEKLnHj7thg3vyrLpt+/EbQZv/6GAd5TiHrdiMCQDN1hy9x3hLpvxX0fSHmDVfev/r3fwKL5qsCzvylxVO3+CvBGPvp4TX8rIM5/RgBOXQvj5uK7dWLcSLVA50KhA1BJSNbOE/1+JpoJuhStBVVIxVLlOlUV0vdU6VpaQ9y3qKWVhWTcGmINylhiUmBnOpFrf36G0p8Tz89Q+0bYFPOJLGj9PQpxcNdR5zMRIn26lBatXFr71PzYNnJslRGEVR+cuIcsG9Bglg6lDXmdqqMHGaPRg28kiNZZGMARpaBtRWTtcMjIc0fb2oGy7rwehCWnVUvTyt45Q1XKxc20CGj2NoW9sLDS8Y162H3QfHTk4GihmBYu7/VbX5iqRUc2CbhkPalS20Qcs4JC375BEryTalNf4VZGjcaNJKMq14RXe9TESjuQ0YN+UX/f+i/e679QHQVDAXhwIq+v5vIM98FMkUCYXmy230+tHL+cCSi4mgtDY55ARq0TgBPg9AS6Tlg5dU08O0EdGvnZuSNw3c9vfStp28kY7jp4sJLg/WIpCfyZAD1DNaZzwqw5dMIeud5JC9C6Rp1VsO9QlSSWqrCjOUnmM5Uj4KkLAoZtxWlqWJRgCCZphWUR9gG7NBw+ffuMG7+L2ArsWUb7eYepAqETK+Z+WlalIh6SmO4uSNV47bAPc+LOCc08afeozEhLyjyBYScC3rGcpIA0oHzStulGDJoyHjWP5jNpAz49AWtFA6koZE4yhjhaWyJIgDufDiKjgDB2QO4z3ClIDGOjZ1x1nZQMu2RH2bT0Gkyqc3BoUVMJqvXkAMZgjIbSYkIUcVKQ+7t3xznRyfMWmyBuU7UfgC49N4N+zXgd65k1vcPUl0CbL7UTjxg2gUG34W0zbl5tJzyZbZksO/brjKLXWDBiBU+QokO3N5QrR7M2lBeebi0uf6FJLb4JHEQrEQsvzHEecgEyc2yVVqOYqfWgQ5qrOpQVFpvKrQCAVUGsGygturTEbZq3kt4UJKBNK/zGoadawNITKrzJzAAAIABJREFUQ/faJ6AyYgupYsdao7JI26ikoWYpJx3dRpg4XRIobjpFbpI1d1AD+yHrW1NUAmZIDE7tv9ILIU/OqDZ9XpbAlyrr6F2n+r0Pmtw6nDdM85YQFdO8TZ/jZY0a6ZeAiLn6oDHEgbHzttcqgP/wyUMAvndxRdvZoUVHdFYSoKdiYtoEDk1GVbbU+5yq7OhqQ1l20II2Ij7LHrJJxB0i2VkCl88s/rLBPJkQNy1qWUh7b5FJu2o/rnYHYc9c74SRfLmFaUG83stNcO5uvKiVFC2sjFGVyWepfqxmSV8vkxuoRnOBKqW4pTJxqstyjyo0eudRmQC5WRqj+ewAGsqZQ5tIUa7xTpFljuA1eeaGwlQfhzgvOkDOa6xJ7Vb22Cbn72mM3LGGT2LVMRWs+naq/n29W9x99YB3xbhpOnnGbOlpa0tuxUFSGY5uUYldItqPwlAPBylyhi4x09uYsrhA3Ef0xBLWDXqaSVFqkkuMPEmxCgz5mALiKGYeWOqp7TeuUrHiZJHYWdlxMu41ObJeGy8BQomFrKoEHnl/jJF7Z9+pxOq9dp86OJRW0nZCmsvCyOgggHVxYH1BYhrBIJofw/Ee9oyc4EXQOHg1FEyzSpg2PavGWAT44Zjivolpo5W0IqkEEMGXGTfvQuPm4b95jj+f054UAig0nmCEwYIWto2KkWA0poZoFaaOhEJjDlG0bpLdt3zpOLBvfK5R/uii5At1B/hxZWq1Ugn0ieBLidFdpShu5Zh8E/C5ItsGQqEwh+OCoHs9mU6YN+bgCJlBHzoCFt04Qm6k9UsrotGJKWQwB4ebZdgExGSbDl8adOvxhUG3omnjS/ke3dRi2sDhvET5SHNaEI2iW+T4XEO0hFxLEbLfSrkY0crfRSthCaU2NHkONHixAwdQbZISCEGYNocRC95KLKaUkmJLL6UA4Jwwbrrut6xxA28EbOBXBG3GWw/g3DlWf/k4kODXISiqVkILHvsuD8eNQJqxhff94/gttEn9NrYxeAN3AKXfCojzJkDpH2mrqpab24ov/mbK+eOduLdMk8XuSHTY5jJezCIxa6Y94yYFDFZAG7Je0Fofq00hijtHiMJWcP4ozgfy+75Kfb2Wqvjf/r20pfz9zyShfn0ti87ucBxDabGJB9GFiJtaguq+OrUXSlxPAb2T2CQac1i3R7cXH4mJjTCIb/pjNaEXNAYG5fuidHTJ5cQ7cZWKUaEDg+tHkTm6zojafmspEkunB3jGFUc9onALEJwolF9BJx8qU32l6h0xbtqdEUvI73AUqO6fjTTpxyBsrdjFo2VxqjjrWQIeciPXXynRgwkR/aiU6uNKWl/UtCCu9xLg7g6SII3GDq47Bh5Z0qbJEtOmr3KOWFo4f9SwmVZwlZg6z6/gbA4vr2FeSZWqT/JDFNbO8ys4XaA+fQWPTlEffwRPzlE/fyGv326PjJsEFrA7CMPm5Y24pX3yGvV4SfxiLQDN5RZmhZxv+k49kyxc7SQ432zk2bqs5XrVjl7Id5iHhlaonr0h4qcxyH64L06ehX5c4wSM9bfvhnGjK9H18GtHdmZEzLxflCPJmUxYWrGL6KmW9oOlJe6dMOhcRFUiDk2vI1SKwCNlamdJgF7sweDE8pMXE/Oz33snzNGuk6SpTa1VbQf62P9PCKPFXhZzuYZSsVHjis2YaUpi+AzHKuj2Atr0bVxtXz33x7nN9QG1O4IHVgut3qq7rXbDOQKKo0uVTy2l6XkEZD9cijesRX0blGb0uaPjtEIRB7ZNLwT4Nrfzac0Xmymr7Z5y1g2Mm2PNRs45m6TgfybVvSxVv1XO0NrVM4VUltaz0sja0CfGOlGlk8NE3LfCqBl9/+hTcpKq1oOuTbonEiv0YuBp7QGZ46YGfMRMJeEX5oP8PnSS1ESvhsTHN8LIdMmSeNBEG1lzx6iGoWB0GBJhADVaPwbWzIgjdV+jZOwQlRk/6Nh0QQ+MGU2kC6Jp0zNsDk4S6v799x2B+rXu+BnwLhg3P3j8ipvNhENrKXOXron8TiWxf2PENUjryMS2WCvMG5MFimmHzZOdcyaC7spIYiot4wIyE0CvctEZK0ZAjU+mF6NlCCdg7cB68Mc1LfZjMMQeVZLP9Hpog4p7AWKEfdfPAaPnOcThGQ9B2qFinYQ298LAjJHU7iJjzrUClnSJ8VDvMorSsa8LZrMD2205FKPG4y+kvYhYx4G15e7FL/eZVz7K8V0wAwsMGMCe+66Z/VZa905cpYpMnoXQaWHcGNB5GGn6JaeoxLgxU/nZzmVONHPRYRO2jRriHWW0xDs2aSFZI7FLbo//hzTnOtTOvTkH6/Onnk2cChFy70e/g7S+6GORILVvxtbJBXYjPa5W2DWxOQxFNXr2JxC7NJ5Tu1QMifUJxB6vHkCbI0CjkmbjcPpeWDjRiZtfaPri41ezZvrHQUBqKVQaI1IDQR/ZPb+IcfO22zMvf/woWVdDtksAl9VHsWEQsCMiei8RfKXRXRyAGBEqTsdqBgDC1km0t0lCvEkMONtLS1K2E0BmrItj9iIUXN4IAJSvBUDKth4i2FpstlVa05QLRKPRvXV251GNR4WASfGl6RLjRmtiiit0GlPZTUM0mvymBQXFVUPUCnPwArb4OLzH7uU9dtMRjUK3XkAhH9GtnEM8SLyieoaPH93cnjTSpc9O59yPZRWCYBMhyPeLUeK6PkZL7VGAgDb9ZtL8nSUGZZETd0dHz19l+8XAzS9i2cBXgzbj94zbp+QDvvrvhZiiNA1H3+y09284/g2gTR/U9p/3JsDmN2HgjLf7LJpfxroZvwfusG/G228E4vxnwr5pG8uk6Fi9X4stdhYIjUp23zFVVHumjdAkB+eRcaUS7o6fnnYZklV0l6pF+0YWpn7x6K97v+j0SVGRy8OVZZJA5/ZYibhXHRgCnKQQTnJEYZKehfuJR4ioadovCxGG651eAqjMD1RjnNCKpXISRJjNSD94Ngl0e00x7fCNwZYO5wTi7oXReiAmNwLoFClotDYxbRJduN/kUT5aGSodialVyo8C7fuuUneoou/A7jCferJJIOzuVQXHUwKjan7vltP3/fcJaIiCpFst9yE3ooeUG2khyoxofVgjLXVVmkTzxLwy5jjueu2aXtPGiJAscJfl1Y+3qpDneto7fFSyn5byOT26rtME7oK8p27k2F0tLJ9dLe9p2uN7Bj2nAJVorKjVlLjeoR4uiJuDtPbtDgLatO7O86DyY0UVq1HI95UkUBHtcb7qm1QiHEVjrSa0Mq77OW9sOQ6gc5KwrbBb9EzTPn/781FsRe/ILDPcqw49EbBU5Wp4llWR5phpYo2scsK2k/bHg4jI3hGQ79xxjPSC0sP1SVttjuuaNaklyEtrU4hHAeIBjEmCdQOnOa1Z3b3AOK0td0Cb8dbf1561ldvjHNdblHt5Ho7rVIQ8xV7j+UurocIUh5+P93cADRAgfRgv42rVfcBm9BXH5ytjabTvjwk9MEtaH/qE8VcdAb/ednsoWJUN5cxx2FryyhGdzHm93kRWRrqDoigizUbLnL1T2Flay7J7HxpiEmcOg1bP3dgpzcNlJoAgyFy1b49A8rwSYPl0LoyveSVz1iR9XtKgiloYhbRBQKSDBxXQIc33bRzsyQPC6gheURhH9IoyCXJWVYtzmrLoCF4PBYA4JMf9V1N3QJOYjslMuFs7i4r+suQpeS4yYdLk1g0AkE7r1X3WJxwF+fOByXL3mPvgTC9K/K4YNx+9OsUHxQdnNwMzRM4j3rlGzhnyXAotxgS6zsh1bzVKCQvABlAdYt5QCuDWMwPNmRFh/YuSWKf5t3cZHBdF4RhTOn8E3O/F7z34BxB7Vk15bz8ZCe+H0ZzRz49utPbmmlh7VJZaXxLbUmeRGCOqjuJ+pMXAIUZhPyypMVlgoUT4to9rfBIV7hk48rXugi/j8dcDNnKqR62bnmnT34txfDOOc/r3tt4kVtjbBW/6sdK71eksaUBmYu8NUtiMTtbT2IKeJqbNVJjpg35YPw+HCCWwa6U104kOJE13NyYG6B22vqoA3z876v7r8Zhv9evhUHAoZaz1Jgj9uuMk7sUHme9aYaRzcMLwrTuoLDQJOGz9ABTGLlULXIRK4gpND+YIuGPSXsfIwIZJBQKSxABGhOV1L/48HKeGOb6fnXUaF/e1H98kDXqfcfO2weLTv7jBLUq6mUX7KFowPqK6cOcko1XoFoJVZB2ELLUtJYHi/suOiyKD1os9/qwSQKO8sHXkwwXw0U5AG9NBN1XYQ6SbabKkU2PrQFDJHawHYFRygIqaqBQ6Jh0ep0Srx+o7D+d9HExAqSNjKGo5R2kLS6CNAuUiIdfSLjW12J3DzXJMLe1RuvWEBPSAMJX669aDOKgj20c30qqlGmklV13KFaOAUtFoYTQrlao4KpmUKOL9HH/EuPn/yXubHkmSJEvsiaqZu0dGZmVXV3/M7PQspjlDDJcETzzwQPBC8HcvDzyTxBxIYEAsSKB7e/urKrsqMiLc3cxUeJAPFVU39/DIzIjuXiqQaeHu9m1qqiJPnjxBzuDHR2HmPKM9vfYaywa4DNqspkh1AI79zWLdUSli9yVSB009NdON6Nsa+HIGkKnaOA1UurLPF3zpLoE3wDrAhM8Acf7M7JvNdsbDwwZ3v93g9mul5m8FbEmjOOJSIUqjBjeapzsAGAjk/Qs1ypioMm6sT9nksM2V8TAv0rNLAqajsiVUZPbuQVJVPtxJ9PzuQRydQ0ibKaUaKIA4b03kutQl4EASAAF4cgLuJ6n0cXdUI0ai6zwp8GTpwkUn5xEipDoIAyeNjOWQajnuYARGCrblc0tOb0FZkqdHxdZHmFjpwn2EoI9AFSbEcuEvzbhZDhIpG3+WPN3AnD8OkWV3AjdJWRSDpheYA61CukPyEte0VTfCwIshi87EbpRnuVFjLYLL5uxGNoSBOB7JjONOqQwVN3BDvzSgMGrcGOB4swXuFLT58FFScu4eK6gzDrUS1ZDA9wdhDX24F6fuw73S5B/UCZxaMXSg9s+DRG75fgK9EcYJrHx0P3ZY9GtmoCy1ctSiecsFYBigKv3Z/k47Qnlgjxy+ZJP3jEXj6G0SADg6LcYKGbXP3IiRmN6OwMziqAAasUzCthm0gst2FDHiRDVlyZg2wShmY5EOqAAgIJzsKMQ/IIz9BMAEptu56gS0WauiGFligIx51u9ScNziPFg0QhS/6437Jn7Szt2UAAwEFKoATiZn4bgAsbUAyrg836X5yRg3uBzr+RLtdnPE9/sd5r1Ev/PA4FCCGpDzFm0EAXFY9WKQqA6a/VwF6ZMA6vVbZbajRu8KS2Q6kbAmCgvoCoC/lygc//AgBuDdY912Lu4MyXyi5zAXmCC7HPfp619LbTKHBKjzjFyGLGtlHp1/uO0iMXXFbo1tJ+m+2UtlHzX1ZXLGDtzpNmbOUhJSFiHbhAoerV6Lm6QvP+b87Vd3uN9vqiOuEXpA7mEGIw/CthmGAkqMYSd9LG8L8hbirGeu+kgZQCIkxepJxfbTTfY57yQgOGsAy6oKPkzAbhCNvptRmHRZGHUNk25QVvAmgT9OrgdHG50LVJ8KQGsTRZC2AHyQflj2Rcz2vbKMjzplHBIWAPM+oUyEeU7ge8LxmJFmqXRp6djyHEPlHu97p31Mvq9fGtsrChVH26lu2y6tmbj0Szc5jjBD0ihVxWhETW3XaYQ2CiKopk3WZbpJ4uRqlVUMBOQkgZkhSbARqDZNDDrFVhjIEK0bT7EdvFx8dTKDrePzTMfoPBxlG2MQBsDGtzsqw2av69yL3c3GClYdJThDfYV5Y+lRc2XBALqOTWeLzFFFh9nKwDnVq+GOhWXVVY1pI/uu1erWmvW1l2bc3P2Tpq8xgMciWo/mF/nJyKLo3LNshIHDiTTiEnYY5oc0cf1MQDoyll3CcBAhYSsnzgQRLR4Jw0FKfo/3AuKM9wVUgOGgujWWGqVVmFBYATZGWhYBThYtOBQlUfRmkwEqWXABMrBE2TjO4DlIv3JmTxFAhWbR00lzAR5npOMMYgYdFvCYBPAyjHLRdLhlAecs4MygzBwipKP6iEdl2ei5CHhjQX89/8U6Htc0KWvGuMlSYZKGARyZ+1e0q8uBPwna1BWfdQIAFJzRAaWwGK8O3gBnrY81wCYKEj8F7sTjf+nWs26A838DTwI4ssuKJl/V/ozsm3kWQ+b260luwwh/jI2GQZGRhBcxXNgi/YU1TSr0LTMcCuv4U4BZ76MJp4W0kCZqDtSIt7El9uGzAjZyfuxo6gnrLAKUYWnsG4YxF0heStVZEZ0D8XJ5UeelAACBRjG0hdYuhpwISRbVvhIaORVIeT1UY8UmqqxGITmE3j7zk0iTGuaJGDEw2dNIo9FTXmFiEmOW3fHwiP4aEKkgL2nFmua5FAaT5uQfF2DQPrMdm9Qfy8nGJq8DzkBl1YybyrhYUCv8xLELkJQjoDrnxpKx/dgyEXyMc/qkAjubHM5TI6c2OQAa2ZIIPTaDaGAMakTpJG4OZHxizFTTNSznds1pD9cT30m2zwQ0jIowbFGClwK2iOFyv/Kwv3CzR5G2GcvdDM4KLsV5zFgeO7m/9GYQ0OZGNX00rc4AO56XWgWoFHmHx6WmJZnROo4+pnE0drlUmrnpS9gYr8LEzQWcm6eirlvfeubmWhTVHa74oKyvc7ttCe8R5Nn7GtFi6N/HtXkmnu6FYIKlT7no5Hwa8XypdpylwpFFv2kxI71qIw0DOyV/nqSyyzIBqQRjN16rzWsmzqzgflNgwejZ1r8MHN4MrkvBD0cVNJ4VuC3ARvYvT0fQNZlLodHLomL57FF7N051yEmwlCbZg437IxVnOZSFQCyCnwXCdpmXhJREs8V0R4TVIHokxfVHgFGfnwE0FQQsermmR9NWiJIT5UYzIrJxiNZ12vz6XrH96eEGc0l4n/eNw09aVapnK3GR96sshAxxLPMojqXMyYCVlheGALl+ET8uoJ06tDkJg8EOmEjmOZvvgBpYMmaWAVkRgInzSWgnwGtCOw4YsJwI7N/q+3IUFp1VPEoAWAGJlAWkykkqtuVBGFfV1Cre34BT8Gbp0lFKd3+tX8eg1hp4c45xY6XoXxr0k0wQZfQt8h76s7cXQYHzylDUgIM54HIDdFyBrAy1G0a1X+1Z2/MdFhloi9ii3tH8xnRBK7N3fA61gDoHeybYMPZZ51BCAUcjwYNmOr+OWZk4klLKEMefYYCLntLMVex+rM8r2sSSVqsV/fQG+RhuY60xbhqXlT2QKQ/n9HkZQ/1cs7720v3mzW8PmG8Hqda0MGgW4I269xeZkBSsyUdl2qCCN0zwlE7Tq2FSlr50R2GuLOzlxAFl6JD8S7NoyhjzRnRxkhyPEtLCKkwMWGlBmtWiKAs4q90yJJ+j4shOzM6EAYB+0KfFjl9QrM/Z6jo/VjbMIgSBOQBEixwDCypQpLZbOs5yzw4CTtJxalg0EbTx98yRv3LiSDXgTeFg6zEYQXfsynYVP+cq0CZRfel76uY1rbC+5ICMXqVq2xSs768HbHQ/8bdVbZt+3UvtuTztsw7myrFW1+2M8JV2EkX/lHN64Sbq7OT0T/lSowfW6xIABOdSjYMm4gucWmMWVjM2xEl1MT5lNFj02aMDkxjCe3kx2VKj4gBobC+b5HomRbyn9veiE1VhcYhmBjbheuJjKHU772YqfkYJzmaw76AlvbmQT0wxImC3Jqkx0N82p3+W00HCxPr6291ETV8hgmkic1Y22J2aBEQarI9JGlWo69X+Q6aJBEgfIP1tMFaEXk8OgEoDzKVuXEv1Odt3jaETxhVjDp6AfRoGOtd/uEDqaAeDekweqXIwIZEAkuMAPE4SYbsXAVMXm9T9skblxbgv4MG0DlDZGEftt0eJQHgEH5DoV5EIqtrW/m5G6nwzVNr5D/TsIfRTG4VzoqGOKwJg6UrJKv+Ql8o86UNK1xXgONX+kdQLsecZn58Lt6CO3/1kHFM2NyM8/XcFsDlhidr+43reR7RvRO2BWCI+OmlNsICcan/CIlyjYXxua/q7DoWlDoneT16pv1jLGuk3R47MYUoSSbW+bQwcKRF+HiQwDS5vBfIOElX9h0nAPNfUAkIFFqlMwXtdmlbE1DrkPeOGmudn53LdozznmMj1A9DfPBodWBBrrceBi4JBORVwSRjygnnJoFRwwof346jDvjLvnGPcvHbbDVLa3BhCdr9M30bAJ3EMswZiKDMyipabR2VZDHAbyUo8A6g3k1BtBtNBCvYKJdFHsqqAlEYZz7MGjYIeko3bNKiWzSZplTkV+Adq+vFU3JmzuZdV06/uD3o+cn6mccOzgFK9/ggzUBYBBReQM2xiilTUpRFimzqWnU0SU6D69hR7pt8mBbDtJVszdqSaLpoyGpDVtEtkPtMlQe0YneMG8jmrDV6hfRHjXGKpUsVYxDrgaRUc6W8FntJ7dt5JrR4aEJjogblu2wWWOgDvx860MSC8cANO2WkD+sy6OcL1Z3yd0N8K3H62qlPnNG7ONV6xmRug9pX6zXyThfWSqAJWkCHSD0/67AcBJkrsAwZgxXAew9kwMXWKCaAFki40yt/IYVDPCpwl+HYWwPb9MWrqke37hNZfmt+jz+7bMimI451CrwMKuJRqz9jx56J6NpKanvaix0hHqYpKplEaW0VwQTPpuYnmjoM1tp4BNs01RBC03m9+ahJ+pn/+JHBzNWjj63R/PxNJ8pQpy7/k9qGetF6sGDhv/F7DrFlLq7qmrQEu11SkOgfePHG+n8S+eUXwxspxlgXIWzVmNH3Afd6sk5ExAFJ9Melcv7FJQNf09SzHN5lx22/DVZxzD6d+sgKGxiaQL4OjY9GFfl/dOfU6H2duyup3wgpYAW/MaWCpBkVa7hABfOkBHDMI1nJ0rZlKfjEj8Rnd4tWM5azA0xDvWegbJ2MQ6nhD1I1bVG+MGQ/9yNc/mwjaxGM5KN29m4UDwKNGULLvlvrbNa03dpoxLhjsvl6YROZSBSjNWQzr1ehcvQS27y39ojOcvG8bYFM0OlgYHuLwMXbtep53+Z/dCnfjin7fgWgG7ojqoz7nweirqQXyDMBhA3OD0HB3bEKRlKkoNHyzA+4fRDTycJDzMqp5KTLvaXUotm3GsVLWC0u/6tOdADXEw/FivwDa9XTbE4N6bVyzpoD6Z1U+/AtunhKlRr2Nu31pXuC8nbfaCmoKZhT4jkwtc1yi09XsIz5vbv+2d95YXK6pI5H5crR14WkEHIYTxwInAg0FPGm6yiwpSzXaWSPJWeeOlESoPicRNbbvs90/SOacbKO7SQWJoIwGNGyak3vtacHrN/jSPHRum5doQ15cc4WSVSniZv6lxMiqfZOyOemtlskJM02bvXM8y3js474D63VDhvQvJgVWdC7AUhyob3StZgaXRQXr1Q6ZlaVYoKkppYI13pc4aFTBWV3CNrTzraBN7G81/Q6rzrO1NmAUMIcVMWL5vP58Xsuh/tRGSWdQ6zsdYEc6l8m6wm6KQSrqbR6b2/rgbhzrgRAVhNiSZmfMi8xzBvq77EAYhxoNNv0tqd6NMYfj8VceTmMvq93v8/Wl5sEG4BLAf/Lcw7sov589tavbn6NvlVFShHjFnnIGDVhfMAAUQJ3CYlczJCBA7XZU2peSGC70S0VBlBIdBnJWDBX2yktlIOQg8muVriQA0Pm+gNhAdhILix1kwIgOFLYP0ehhMKXaD1ht2gis2Ply1f8hEz22c4jrA+21L+X0+35p2zcpCgEHOMe4WWvPjG5eBG4ugjb+vT39dLpu/NxvZ06xsWsKYGBNA974Pi5cWDNAPQHanGHmfDKocS0gEte7BrwB1sGgrj2LfRPDXy/cTNB2+15EiaECYkQhd57h1Mfmhe7Pd60VjSxZuosZsGYYW3+h1Krfy8nJMoA3ss/44j/vRWr2A7STSowy2CUlA2DCGJuqQROBnN7IqetXZo2VtlwAB2X6qhtRVPJawOa1U6VSlpQxKwPpZV9P+kL7/oghqZ+zsnXkpOXfwJ0GkjrDMTfYDB+jAEcmjkWXrNJdQTvOuQGTUBlNud1fz+ixY9rSwB+lj/r59REzA2T6FlOkCq+vAzgw4wZ4knvEM+Q91L4RRWajho1/V2o/PQvMFDHoy3Lm9y/dEqT0+/czeNRJeqj33Gjn0BLNNob4fQbEUCjcio8XBX3nBaCjjiHZgaz1c0nVYDaQZ5oE1An6SNTNWTQHOnth0SCIYsZnr72fd4NhNLcPoOrQnGGAnWsrY9yT88+l3y9c0msxteYlSZnpkTHv11OlkOER/2UhEcTssYZiEUcCkgUFqsNL6gQbE6xpieQgKobtz+scyzORjDOe8pkqaKPriEMtk4c4h3CTC6jvLA0VVAAEhAHgYIPMF9ZHBWQZVPtsHOQ8TZTXNdBWdEWSprAYkCOpBXCeNYCrHCHTkjgH3rgo7Ss4VR8PWyyF8OPhAVwkCu7MkNAKy3zPU1JNIAUcZgKMwYXTIdtF1ROhTMUr42FgBYlTcGJ1zjSnowlAwcd9+85TYBkVCCpwcKYC9Tb+o/bDsF+fB0ybMw41HcPXg0kdIzhqKgFidzzn+Z1j3JxbNy6BeKusYtrL9x0X0Z4JuYQqcd2YaPc2NrNvPBCjaXaesh+B3QagL3ZwqJHY9AnduP28Nn5HwDiF8cnkIRDmmF5u4AS0QRib1PgI63GCJOkZwFmCjQw4C5iTjbd634g9Zful29o7/xJt98c95rejlL+eWQGGYLsYUJMgDBnrSwqquJ+V2pegYeusNZZ/wjrRfRkDdQnACkkKVxkJiaVPpznYlM7WEcSSMjVpWz7eUJgjz5wTsT5fnZ8r2yb4cQrueCpZZMn0QEz/99o6PWgT2xk9Xu7H4T6CsuDZkc3rpIzX0pTOsAc+ufE58AZYFgq/AAAgAElEQVR1YLjUIr3qU5g2z22XDN1rjODngDfAxWv4pNSpF26b7YLH+xH3vxtx+1MTJ9Y0Ba3ygkyVdbNN7tRSNAySzcjUGq+p6pp46kjvTAMANApgaSXHWTQEDPAx3YmY8HzSf55YAp2R1Ea2aZMBE321n80wCpuyBtfN8PGSuXptnOo05Cg5oUl/SkrRNiZOUxK8m1jOVeaILRrfFlV9ybbMhHQA0q0KxW7C8zSDEgHI6dgUZF5B1EcycMYE+6LGzFzEuFygQElIizGmTCPMp9El33457XNWrvuwF6bF46FW+okgoxlSnkuepJ/ebKWKzO1ONC7ebmWp5ZprKkwB0lJLbD5OoO0APsxS4lsV8E3kz66XDehSwAYazfX++sR40gA1q468LhmS9bUXMO5VWoGIE9/mk6p0NkZ4uesh6TgQBByzlFnFoCKPOcv3VvY7TZ1GEcKYVNywxEbyovn2DejuI3i7Bf1wB353C3rcy/eHgwhBWqrnOEoFqpudlnp/A+yPIqKu41ZTJcxudPzNgEn7PpYWL1zTbIwm7GXBn57LxIi28UC/C5XHHJjud3VpPuyAhHNyCy/ZtuOMu/0W8z4hbwryyC0oaZrlqsWRsozdUeepeSdChNybgWSyo+Z9rGOBvY9LuzzWZ9REsefiKVImJGsVffjIKCo26eKeDKAQipG4FhnKeE5SMnchSQNjO0V9tkGYs1Zhkd9KIQy5uMCwXV5v07YCxwoOrTjmUZPkXLukcWO/v3SAwdpP3t1jfxy8apSBXXIeMjenzAIMZoB2C9IApEHHRBMlRuhnYU6rzJYitlIUoUYAWIoKdh4X0DBUweFjBfWQlJGl4ztPRYIcR1uKKDcfhQ3ER3F65LO+mwYSHFn628RII6EcGJSB5RHO4gKAMivQtkg/sxQpAJ6eyKajxDVlqq0Y9fRzqIH2a4C/80CPlbt/6WYAJzNJOXjrB4OOKykIwCcCbSCO7ihAHQ02T5HMWc4YrcEbtqyFtaC5zVcGspmWzTTVYglpW+3mKcw7xsbZTzLfWNVLFcbm4yyFH6ZgN5njbFU/p0UqWx6LMwVlPKxs0MresqXswrSTIpNLjvM67/xae61y4He/vAWYkWZgYNU7Sqg4Y6jEZBWWrCx400oE82UOMc0YZ9oURklJ2HdBgEyAEQFhRN+GkKfSLNNRXrI0mYgvZM7kug9h6JBWiipVDyeAMHIhrIUPwufIrFkWMHJIydIgg+3jENhjZmtbepXtLy7tbyIBwYPPeRH0OVcl2tg27tcqOmXstGEA7/cn211qV1SV6iLSa8s1C+tacMAiiX5R9bMBMNe6io2ezRpo86XZNledVBhhngJ0LoJBl9k3z06deuF22GfkoeCr/2LG8Y+E4ZZRHqUEtkVw0hs1LG4HL+uMwloFCCeoMAA0LISRgGkWB3c/VaFZW88mLSuJO5ljI6ANRw2ItZl8rb/Hf/FY8Txz8smNEqluiB7HRMJmCFV6Bhwmh0VtBaQxrZvSaZg2t8QpttanCed0bGws8vQqJuQngJjI1OmFAV+ijTvG8JZR7kTvgbZqiDTMGH2lhvh8qoGLMQMKZmBIovmyEz0jvhVjhN6/0T6kFmk2AeGEJk2KC7DZtWkosSpQHEEN0LHS3Tc7eWftcwRt/Lz1uoyePEplB3qzkfN8swH2k6Y/qLfYAVIGPNB2aIy3qt1yGrEDoM5/GDNsEUBFX08jWTXNiqvTXdoxujq8JOU73yTMv3+FcSnJteb3G8y/OyC9g+Q0b+W5clFR4mMB3Y6iA/FODU5jOVBga/l1hvniOAOD3szNUPvEoP0lhcDDkIHDAbxRQGa7EZG7cZRlDp3HAEIDWoYsaVLWZ7zvRbDInnMnEmn910Acp6/Xccj7U2R3xGturh9uTDe/u+EcDZ64n5X9xWeV2tXdMdRt1nQFXqI9HDd4f3PA9t2Cw10GULwKSR3SRZw4B3FingTEKJM43S66P7NQ2Y2lotfLeyuRu4i+0gI0aZ2WSrXJ4P0MejOKI74b1CFP/uxQNMqZiuqoJeBYpFLaXEAbQtb3njODFzs/humFZU3VSaOcZ9alDWNmq3MAQobNAi6EcZRy3uMonzfDAmdy6lX7PGPfeKAAq85x/C4yak4rAlXGTWSUym9wxs30CuXAf/1Bqrz88mcfME3ZzyFlRoKknY1UsMyEMS+Y9xnDdsa0J2wyYzmIbWRjqVe+M4dqo+PWmNZZyeHdEt0ZBXe0GlQVthWQsBFq74BnSpAXUtliPUOraQaGk471I0mBhZ30ubTVymueYklgKihTQh6EZTIMBfOsDCRU3Nv6jvWbBFITrYJ/PcBngE0KNlxRW2dRppfHGlDPXS6FYeXEa0n3lx17lpIwDAvyyJj2hHFg8IFE7HwAwArIHtmBWLnHRSodziyBvFmuyK7abGi2Ut3H3ArsB/0Z97sKwxmeNg+ZPZK7eUdumCxtTrJ1fXxSzZxsTBy1k8x2B4TpWnTc0n4u4uqkaS8ENyw20I6h78mo52wMHO+fykAPLpfr3lmRnyeey3OlA6wts1R1fenA5vt/+SOW9zeY325ALNWSmJOK7mrFJ2Ypkz0JGJKL6MNY6WyQYua6PoYky9z1ef0sgEprIwIQJo0uHcQZpfw36/izbJKCN3JcmFA+m06P7oy56u5oWpVnZsRzKmHpDk0YoPQ70pRRWhYXcq9ZQwlgFnFkIwVoq9epSwsEP3cqWdO2cbtJAzHGul4UbH9Ge6Kq1Apo81R7jihxPyB40nV4GwOAA0Bo5uhAmn6f/vcF0GZ121cAcmJbA2o+A7wBPoF980Lt5t2E+z9t8e2/bvGjXwiamN+p6O4mCVYxJGfa0GZoz90G6si4sWZRymkGchYRx3PMGzOEH44C1jwcQbsR/HhUEb8pRBT0/kZ01aKiZlQbaBSjn4A+M/08LVUzZFbF/L0aU0t5usyh4UCDADDJIpwG6MS70Tk3Udempx/3jEObZCJrx7Y3ETfTOxAKMXtU9aXatJeTvPm7jQwBJroXab9y8vFC/OI8zzv+M0PiditGwrub+iw9bW7SZ5xOHeH9UR5U7BvGZjDwD6gOtkWg7h+B2xvg7qOUoL87SEnpuK1t83gEbnfgDx9B79+Av7sD/egt+E8fQTdbKRHcpFDMNXplTJv7Saoj7Rcx+GNp7/69KgHcK0Gj6ZyhvtYCw6CpCGTLhZFvE5b7gnxz5T4/pxU59vLhiPz1UJk00QGxCN9hlvf/YQK9UTrQOAj4a+BXznLPDRAeRyAdK6jXi54P6r1PLCDN414YNh9+AL9/B3x/B37/DnR3J2yax30FZoyNdf8IvL0F7j8CP/pKlu9uZd3t5jTyOeTKtNlPwG5Uhs0o/XAcRIjdxjELhkxW6UofVi8aCdT3p7Ab09yMiVSrfXQRKa82U3Ayp51EShEMbMC3acRZX7C92x3w3f0N3n//iM3tjDTImfSpWsNWHIPhpgjwbqCNOdmDnrNFQd0xrtfh75lXwdOxPQgXQ0vl8oMg9nwvfY4P+v20eH+2d7zcz0g3Gcv3us6RHfDvy+YWyxieCSkDZRLGzTIl5LEyb5ZSwRGbR4pqr81zxjAsmKYBw7Bg1upSl4D9mE5gIrO2lKGHfb2eKXoubWbNUbLzeA09tl/+7AMOhwHH44Cbm2OrbUNABoOGgnGUapF5nEGZsX0nDIu0Ye8fwuBitWUMcNffNYW1tY9sff08oDJr9gvwhsAHZdgcCmhMKIelvq8K8BizpuwZaWCUAyMPwqJJkL7EBgiwgEs8MTASykFAmvkBGN4A80cBM5eDlWMWto1V0gKAeZYLLrP2KS0B3jNuWP9ZO8eEudTnYnnwvtWgev1tOyyYXwHwGzTFcJkI45uCNIq917BtEpB2MpakN2InJ2fWVFFiyhZwIg880ZC8TLSw23OTnuvAyMyBybmtTJvHA3Cjy57pafPO40FYzLqu29aHSRxeq+ZauDLEFIA2VnBvq/BRO/ZizBtUxs1R341JHXuzl3viROf2PcXc7KtKuV3c2brnsogAAbSXOb14YPPb//6nSDMjHxjjxwU0qX2sqUcAULKW/x4UsMkBsdJ1iCFBLUBfBAEtOJGKEQvgsmyzfE66jwhsaReSVCR5JumgYM7CWpKbxY2L7JYi+yKG2lIAiFC09LYBK7IhlGWoPoCWBbcmujsFVjZc9q+/ma00zQrmiH4g6ec1LZoT368Hcvq/Y7vEtrGWCK7qbPsfBvD988quPg/m8QOHZawkdW7dtRbzwSL6G8GbmCJlCP81gI3vU9tasvw1IM2zK0qdAVYusW7+MwVvHn7YYNgs+PrfzTj8RqJKy50wbizfML0RQyPdDiiH2dNjGsNXnfLqWHJg3AyVcXOYpNRzn2doGgA7KQNNbzayvNnUEqsWNWBGIzzbMRtqRLtFgt1pAfz8qMiLSYNVaxAnx0R3+5LgwjSSQyedlGKVj0v5uhF0KZY73omxyXlS1cUJy7KQOGXBuLf1pbRrZdwsLxwFH98UjF8Rlg9HKX2503ueQ2S6d+jseQwqbmdVgcyQOS7CuLnbA7db8Id70LsbMTTe3YhBY6wYY9wAVYzWmAubsZZwNr0aW5oBDdS0qJutONG3NzJ57DbwKmcWiUrQdTfAQc/nMMny8SClgI2JY8ctBXFspRsFHrbKvNnpUlOFItuGQ9TVRYlz/QygdQqgQ7LN1mtMm4ImSNUwbh4K8ruEw29eYTxSACn/dIvpV3vk95IOkG4HZSlAgK1pAd1uBPB6fyNGKRGwLKI5AYBKBlKR53ZUhNWijwbucKn9ZtRnkJJEBAEBb/ZHAW/2B+DdrTBtjIm1CeOd9Ymtlpy/2VVR4zn0T69wVVqAMe5vu6n7KkWMa2MdFtJIaqrRqqj5BLXNLKJloF9BZd1YP4kVaoBg5ODi/BN1kfoy4Aa+CbBNwXB7ufb94w7fvH3A7usJh+8H5M0K42ZkzAdxsqaHhM1XBcsjYdgx+KiMAzMwtUoMo6aleADKIonGEkzkY7WzJbaa5tgvVZdJ1pV7RTtxftJNlrn0JrnYfdpBBIpHY9woCyIBUWSShiK2vzNu5HsD6RMYyBW8F8bNAmY48yZ3GoRRM6RnScjvsrT5pHDrXDepMr7PVtvmnJNkJZ1fg3Hzf//2G+TE+Me/+RbHw4A8FGfcZK1eMyTCdEygtGB6yNi9n3G8J2xuS2XcAKL153OZHsDMkYx1JkBql1Z6nozJMOp7bUyeUQOfVI9l1RVpI05RUkZDsnFMgYQQE4enWGzkWQ9vgDIB+Vbeh+FGC1OEuIsAnQnjKAykPDLmObnTmyHV3XrGjRyuqTmr7K6OdROqSxHB2TfOvOHUptlRXRrj5nEasBtmLG1x+i/e5jljHGfkrYwn45sCHAhpq2lqC5C2ylgdgLIvSLcZ5bAgJWHcIGWvEulj907S//nNxoNKPucXhgifoPWrLHi0aPDAlhzmlMh4tnlnO8q2O5lfaDdqn1M2jdnUqAFPZ/6M8pv3001WWQH5zLA+ivoOeLNzhgOWrn2Tml7aSAo81WKKaKJagQpAa1uvPc9jRsrlxQObP/lffoXyzVeY328BAPmwCMgyF2fRGPsGCkax+VAD6T2iU9ZNSLGSCwZKzvqOyHakWEpMUzJhTSYBb3ggWSpYxKOwgYrSa2u5cdKBQcf5rBo5zgoip3yy2vNG2ogiVVLCnFogxmwGC6zpkgfpczwOOmhlnIAw+tmZN0Yxj1IYJ8rq6/tY1bZZECoCSrUrzDNou11/4GfalRo3X9hZ65k2/fcN8wYtgPPkvs8ANueYOJe++5x2CXz53O3/CsCbt18f8PHDFn/4ly1+/A+PAJRxMxBoJAU1CHQjjm9WZ7Oh6JqlkmAjast8USFHQ/hrSW9l3iD5i+uMm3t1hu/3NRrd5/A6q2Kpjv+QarRgLu39tXLL0PPW6jw0wxk3/HEWo/1Q4OKwPePmiCaSQKY3kKhGDmwcCalR1q5NLejF+dYYN9bmwLgZhpefmOZHeddv/t1G+shYDSiO9xkI4LEapRHI6f8BoPc38jy+vnXtGExagnc+KDpPrSixHW+vgM3hCBR1hEc1cgy8tu8sWnX3IEyb7++Btzv5fKNRLYuAzQUYB/D3D8K0+dM96Ctl3NzuwHePCupMte9b9ErzxPlxAt2M4McZ2GXww3zKuNHmrJqVVp1MoAoFKmgToxCpvpcuEHiJcfN9wXB71eP/vKZO//K7PYafjq3GjUWyD3NlKY0Z+HgA1hg3xrax6lKz6hZNQeMmK7tqHIURYylKBpo8ik4Nffcn4Kt3wHffA1+9BX5QBtbDoQJxBh7ePwrD5u4B+Pod8OF74P1b0byJEVBna6WqNWBaSvd76TOPRzGunXGz1DHLoqGXGDdE1TE0kMFYN95PIlOr/ubg4Arr5qSfhKioQh/iJKrvQJuXBYvf3+zxx4+3+Or7PTa3i0a77X5UscvIuCkTkEauY/bErUZJonY88gge/L7V+4XqWAHgx1lAaFvea6rkw3zyPpuGSbmT51n2cv+ZdT4BnPHQVPdR3REigOcEKOMmZW4YN7J+AFQKIRkTMxdh2uTTAcVs20TcAC8pFZSSWqaNO1dtlRbb1hg3a6WgYzMg5zUZN//V3/0B+/2Iw37E7duDXof85k5fZmxuJS0mv5+RRsZ2FNAjMm70IiRAoykFpOlPZiN4YNnXr5tSgqTSbJPofN1kX/KhAJrO5McxM3svKU7lkZFvgeWRkW9Vt8a2CT646N4A2IimTd4C8yMh3zLmO6oi3yR9yQJCyyQXOs9avUyFmpdj1lOqjJvYos7NtaybE93QwLxZW9d8v5thfjXGDTNhOSRsbgvSRvpJZNtQAmgn4wjd2DJXFo3p3/SMmyFVxGzImqoZrtnKgVvfMbbmm63MSW93lS18/yhzyuHY2jlZGTe7EXy3B90KK5hutuDHNaanjm3TIuerQHTDuBmUKQaI098wbdAwbijDNSFt3j8NPJ65+StSAr1OpH8X17kwDRn4eK1A9qe23//Pf498ZAx7ZdzoPSoGiBHk2TODFaQtQwpABFzUN+kYkALThhMhLcK0SUfRq6EClE2qjJw4DBvQYbufWUqAH4tWopKonunPkKZV0cLgLAAJ5wTAjl0rR3kr0LT/YMdGpk2veWMvdKyMZoybLNqDJz50L3x1iXGz9vka/MDeH02Xpo35ERvw3d3T24d2hcYNrf/93LYG1jR5loFhY+AN0AI4fh5pZT9duwa0WQM2Pue7a9s1rJu/8vbxwxZ5KJVx846x3BvjRq417aRsabrJUjHhRi3fog5D318i42YugvTPi0aUiwAyx7nTQ1FE36IBt1th3NzuhHFjUQNDYRNqH9lYhD17VACA75+gYEI00AMFHoM6OoFxYxGwyLgxYAabzhBd0bbpm1QhCKBLp3FzaSJRhmSztO2MPhoZN/OcXpxxM9wo4+ZbZdzcKFKvonxN69l/pnnTM270O74Xaq8zbtTgAFD7Qaz8FHO4N/rboqkzhzA+WYuMjGURhs3hKP30OCsTp4ijX9RqHgCwMsEOE8hAGmOPmaDyRkVsE0l/RACqxsC0IXLAwqJYAILTbBNR/c6E49hZNWjGo89m3LxPOP725cc3GuTY+ec7zP9xj/QuCx34dqiR6O0AXoqwlI4L8HarDBRIGqNWnqNB2TZDqs/YqtLFSX270WeyqRdv/ebdrez7q3eiV/PVW7kx71RfaafbFKpgkLFxbpVpc3sjn3faD3ahn/o4FZg2gGxbioA3y1LHsUFozyhFNBCs2Zh6wpxRgCYybuLvEawGKqDD8TPadRH6xwXGDS+VccMvzLi522/xs3cfsX0/4/jDgDQW8JKAxFXvZWQsEyFvC5aDRMiNLVGOAO2CYztDx+TaTyhVMX0cDdiqTjsDzfwmDk1Wh0aCBj7vWbP7vl9A2yTssg0ASKoNtpC0F+g9LALikIFvqGM9AC1VHa5ZGSPGtgHqEJysilSoPJUaRg38+8iyMSc86bF7po1tE7eNwM/aen2zykDH+fmE8ue2f/3NT5CJ8U9/+y32D6NrAOVcRPi5EHJaMD9k0O2M6TFj+34W1tYZxo057gDUhuiCEtafAkAqv6EyasYk2426nrJnaDAwrgaTyYYuXceE5Cnr0GeAJMHLEBsjKOv0aUybfCMBqWFXKrNX+11OC3iWCm5lIeSNlFJP+pmYpBopKcjX6dwAQF9vtv5eWwVp4JolCey+uun6ORMsMRYFa/5sjBsoU2vkKlC8kTQ2YaYz0i0Bk2nfaAo+uGXc2FivTEpOJLZxr5HmQZjUzicWFDDWsDFJzWZxJk3xNF/aKps9soM5zCnhmF48wm2U8NkZNzJ3NHozhQFlhJnGDQWNG4L8zcH2tUIfDVv9isDjp4C+xri5htnzOe1n//7XKD96i/lHOwBAOswoY66MG6ACKwqYmL/F9u6numTSZSa3cxZdsgXTuVbY9OXCLYCjYEwZwjICQnZjdNyQ49ViB6wCRCaKzASpEEao/CkL4EPBHUhpdDLtR2YHmCnq943Sp3kUG5pvtvX7NeZMZN0kPvn+hHVjmRo9DhGZNtHIWcTIkUC02Jl08zwtgU+b2T4HwFlLOnQDpwNvbH2g3eYcurWaEnUFaPMU8PMabQ28+Stm3dz+6Ij7P23w3f854v0vJBKVbwPjBlCNG8hLHzVuIuMm9jXrF8a4Oc6VeZNFzR7xmrUGMQ3ZxYv57lEmmMepRgWiVok5H0A4Tse40ahBVc2vL7RU+dDvVMuGNgnlo7KBrMx14ZqjO2uE1FJarMvr2NBU8En0ZNfsdW1cM+dMBOGEeYO6vjFuALwK42Y5JOCHgpt/VoswMG68zKk1e14mMmZgzRrzBhAQhFmYLftJQBvTBzkoSmbRJAAYivSLN5BIVM7Ax708kIeoV6MPaFZjxqJW398DX78F/vA98M1XwLc/iNN+v6/OtFU3svxwjVrh8Qg2EMciYjF6laiJXjFQo1dWFvh4yrgBwriQqJb/Tmjfv0g3voJxE1t1whlpR1juXkfjxt6f5Q8H5G9GrbSBZgzhSfj7vFeAdz85EIacThk3BuDF8SEybqZJlqYBkBLwWKRvmKbRx3sBYH74WKOYkXlVGJ6KdTjWqlLv3igDR9k5tzdyvubA23w5Tcr6Mc2BwLTZZO07Ml9UlqBpJRmzpANjADjjxpzFAjTMGu8Tsh0ZvGfGXTrVufES1J0J4HZNMMKdcTMQXrK92Rzx7cc3+OrjHuObwLhxxomeB4lTIKwUSEqDVQK06C9xO/6gvleU9X3Lmr4wJK8KBaDey2MBElAelHGzX9plALJ4kmpD5X5x9kQVIjYQ7JRtA0Aq/2gKQALUeYZrkcSqUtZM46YsqWpDhGqDtSQurTJuTlkzOgQF0KcRxA/rPodx81Rlqi/V/unn3+FwGLDfj7i5mTzNDNC5dCxNNanNrVSXcpZFqu8Es0agLdkjIaQjQt4JGIAqaHkDxGcVrx2TMGy2shQGjghW85Hru6bvWzmwpOUcrOy4DheTAh4T3El2ls4RSBtgOQh4s9yLYPd8f55xc6Jxo6knRfvXolo3vc6NtZ51E9Pp6jrtWFED8WEO6LaPfepmfD3GDQCUo2rcbAQoe4px4/bMJozNVlUKqLaIsW2SVpeyZvbtAE3bWGrV1ahtExmeZxjpvJ9UL/KgOnyHyvTc5KrZFWzqOv9Wpg1tso95pnHDC1dgOjBvaFhn3Dy3RV2b05ok3Py9dBIFa9u8FuPmu//h75BmIE2M8W72YDK7kHBNeRJgJqngcy3Z3TBgIH/zoto2OSEtRVg6xn4p7JWpmtdLxxxaNOTHCugUqXqVFhMI5mqfL0WFjIszgYRhU8BjBh1LBWMATc/yl9htT9ungVJV+qRem9tspmlj1aT2x8q86VsEY/qqUufSozrmDvedIBo7lDTtlUCUnKXP9w+n53KhPSFOTOt/9yf0KUDOObDmjLbNs4GUHrC4BrR5CuT4nHSqvtbptSybv1Lw5vGHEXko+NEvJ0w/APkGoapUMDwXRtqK8j12HeNmrcXosFfhGGqaSgD9qkFcvOIU3Wzl83aU+xLzHTvtkBNNG1vm1Ora2Hn10TKdWMWRlmiBlT+3qlKsTo0Ou/J/AHDWlPBrJKH+1jNv1kSJz00qxrjxzyFlyqOuwKswbvK2YHhLKN9P4tR4VSk6HWf8uegJDiaaGBgpzp5JDoJYmpylzeEoJbjdiImOlznplvO9G2u0yfZr72HUGrF97idhQOyP8nleKlBgxyi1Uow48jWa5fuMfd4c45zUiAv3CDg14oD2nTNWRDT6C84ybprtjUXRMW7QzU3Wr8te0qWOr1BVigYAE5C/2WD5wwHp3SCsrTeDs7Es/160AEpl7WW9NhN/HriWSJ1NV8YAuiBInUP/iNXIAGHcLLOyZliWgPQDoGrRJOiYl2pkc6fLNyKojd1Gbmp8tvYuWlR0u7I0vYLCgClFeNRUDfj4bCOIYM0M78isAU76RF9d6lS8vQ0+RXvmhHHDOg4mvDjj5nEa8fXto+vXpLHqGbiJYw55Ep2OYRQB1mRaHlYu2ZxtY9TYtRuIhTrW8iSeuN+nRFoJKICvXgrXnBd7CHU7T3/RfaSNOONEQDnIPOPszTnYEwmeIgLUcdRFOq0qVKrgDZ1JI+idaHO843f933Zr4vfljBNemE5Mgqc0bl6jJPiv/vgjEBh//7M/YZoSBu3IhnmKTp1UU0paVYqGGfOjsCzKRLWMerxAtyHa5yXr2QM7XcerUjn7VD9vjIFq+4Bvk3qmzbC+jOdo3xk7y6pI5a2+D9sCnsmrsTExUmLwnDAMBRyErxOkv+Qs3+sdXNW5AYCCqm1jWjcAmu/sGQCoWje2Txu6g4NujJvDnLHJy4szbpZFqkqljYBcYyoKhrHMRYlEP8jAikNxlDkvZEsAACAASURBVNPYo6IsznpHpHnKpQZ52BzWnqHVj/WJ2mpSyk5o55vW5o02C89La7MA675LEtTDbRWzhYwRa9UfARn7A9jvfdkYYLGqVNNR2OdGugDe9nbytW3Njl60OtpLM26+/j++RbndYn63EYDkuKCMuaYWheutWoYa2DS2k3VtMqBH11MGzqJ2jINBOYwvPSaxBDZOEB4+dVqoWQqIpL+x+k6LsoZK0LppthcwRbR5AFp0P44ZKPgHEimnjnHjzJuNBHC5z9xZY9w4kyegdY2dw60fvobqRfVs1hR3Y9wsi7wPu5fQuIntEkhzksLUgTFPtbi+7S/epKcAonMAxXPAGaAFWF4T9DgH0vwVgje7txMe70bc/zpj940gEWkrugVNVakBEIX87IN2UwUmGC0SfQ0TiFd7CsiqRbBhTqWtO6uafdC0sUhDrNYTIgrOtLHoqE4oPHVMBnNqioq9urw7KqPCVPOXsK4DNMFhtuWZiLRFJn2C+AQGzFO5u42gcVj1NRg35Ugoj4zh54NEA3qdkrXxIDJvcjBsI3ATQRDtIy5mvRlCBYS5HWfMeT8c4ZUUjPmwgzItgkNvWiO3O+DuEXj/BvjwALy/lc9bTdHx69EI07QIVX6awWmU/d9oqWqLXpkxpgaYRa9wLJIvPrNWIin1/fDj1Et6knET7y0QxuXWgZB9nWLqkXFDG0mXSs+blz6pWRS5/DCJIPEmSxpAYGz49bl+1dwamga+WIpUIqWPh3vp/UmNYuTKnnEQL1dB6/1RWV3HqhdgejkebtebNk2yznEGbpQtcxOYYc0zDYybnFu9LmcTptpHjXFTuGXcPBVE8L5gwAPVT27M88n3JwyuYISvLZsqU9on4zov1TZ5wQ+PO3x9eEDeFAmKjcHeiv27mChqe84GMgldX40+cwp8HrP7Y446qZCwrmeVgwzQmUplUeS6rlcaKgHQmaVvMwM8yedS4AL3RaPTJbBvUMi1JoWVI+vGalJy/RRsWr3+Tg+tlmWGz08JdR/WImsmVpmKLR773Lb9evHv12Tc/Pyrj5jmjPmYsd3NDfhFSewFATcK0iCABpHoJdFQwbGeddNW/IOy3RiszioNwRFfONgmDBoF4KNtEsd/p5WjBrRsLesTkwgRG9OGjwBt2XVsnFVmrB8tM08boGgRmKLCusujMG6WQ33GBsQW1bgx5o0xbEqp/eyp9rlm7EXmDWQsWPiFBxzUFEOeJf3S0nwpUzPeOXi2Scqe0ZaoBffQ2T3NsgvgxAIJgHiBxwXYppqmrfo1rp/WzSHV/mCZb7ZjrWpoNktgc/q8a/aw2SrOZi81nRRoGTeBeUMDVTmSc4ybM/3IAp7Pbefs5Wgbp8QoYZx8qfbxn78WUIKB4WGRKmNAk7JkzBpWoIYTNUAKLTp/MDwF3rYp2bRsBIjxfTnwItu5Vk6IHlf2jH6xCJBF8aUt+t1SwKSsHqKG3WPpVbLT7mYzC0C06N/2W69xE7/zSqy6NOZNz+DvjuNLA2PKym9A9b+vefiG6JckrDEANAzgw+HpbUN7XXFiM/Kcb7kC7DRIcDkddJ51vO7BnESRXxiguZZV89nH+csDb+Z9RsqM3dezl7YsEyNpVFGahOwpJdT8VG4H3r7vNY5Taj8rmu8ve3e9HmkGOgHa7t51DlojHHnRwcHpJBIdaKBLH9D1Uzc4qc/YH2nNSQZwyrx5ovVG96XW6HUtLz8xpUEMQt4rMl0spLdiyLvhEvoT4NRg38L6yhlRa+wnyQE3hz1uZ0tSgNAr3lkfCes7gJQrIOCpWFpGeokAYTWCgNC3Yl+On/UYFI8HnIB86H/v2pOMm3j9awyMZl+n3/UOLW0I/PhKY08CaJelPLJF8VLVLfJx0MaOyH5yIE37SlJH8Rh2busB8FLgNp8Z6JMUwDHQ0bRsol4AUMcgADB6vhnUvtT9d+w/+btDNkyg0tbx8XGlg9h3Z8aBq+cLG9+0XR4f4zgawOg18I/VWT0z5n3JNi8JbzZH17GRUqntOgRL5QnLAIAgs01nYtvGucCEZiOjzdYBAri10grXd3Nm3a9+p460aQJRJtHA0DSCpOKxlFl1ba67HxHwOOdMP4dxE1t1ltcu9dSRXtu2X39tPToD/nzp9sODINK3bw5YClWeRtSZK8I0KfOCIgFWLJMAHFEHxrRmnmwrfWW14iJHgMfWg54TakqO+WQ9w2atT8axvYRttf/TUEFNAMGOAlIWwM+WOZeGceMV1+yaOvBPKkJpH+m1bs5UmWr2FZg3tr9+H1PJWiHtZfsOF5L3Mgl4w9nGABtB4NX9CAq45eA8xmCMjh8C8IXf5yLM0XlRB1ueBRc+caYBVNtkMTSOcRI89/PvbBNLKZm7oGazUdgGaGxf6myVxk62Zutan/O+jm69zof4hBb1da6xl8XteHnGzc1vHsFjxrLLSEtRLZfk7BQBcOVDVQdLEIaJfiRy/yMCMg04QxBdoLAEh/6li6h5g1LfKeodhTXHwfYRfzMmztqNTPL9CeMmgjs6hpBdJ/RdXgIrR9nGVmVq7TypcAvaxEINBe1vl/xvQ63jORZGZNww0NqCV7SXV297ql0D3li7irWzcgNXrYQzoM1rsm3OUQnXjvsFQKDXBG9SFn2U+ZEw3OjLYNGELlIgf5/ZUewL/XdrSxusGsAvbMc6MfrkVHDC5FgBfGgNFIoTkC3D+XJhpc3XfbaCnf31tPehppy0E5GJrT0VQVijgkok+5yzdrlvRFr9S7Ua1ZPZw9N+VkExW9J6P1lrcT2KfUdvvjFbALjAKC3SX4pVgrKc8FTZDjoYA9C+NdQ+ouANH2fRWbLqZ4VFENdKNBMFY6uIxo7twyJR3odRgSjrdz3oeemekN63wLg5ac37uT7+XGTcoEbEXpo14a1A0k0yrV57M/6t9RsHNHR7A2TOTcylQFVIgSlcqAHCkXljfaxPB5YTE/CmsKZtBXDQ/tk40s+NXABoHyRbtwQ2Teg7PmbVaOi5PuKi6RyPeXluunaOOad1c2ndl2pSgCJLelSqxqc1Yw0AoW8H8XfTwAGagGQAQruxPTq1qO9I05RZY5o2soTr6vi5hDmIUSsViggxhECIqi8Sq69wYDqQpsTKkFi/t2s8vR/VmfmUdAMbep7TLjFu1o/x8rbOdpyxlKRsej5h3HiKmWrZ1IyBNZsU3jdi6mDTN6wfWqQ8vGsUbYgivZBnYT2awHyfkkiw/qD/dCij3B67OZ/wPhrAagCUpHzW40TGDXfMmsLr/evP0SJb67Vbo2nTgRIRnLjafl8b57XZHFArrwKYcVKR9WRZWAaV6NDaPDYX8STnUpk2ffVV1woBAJuj6rzRpHFxZyd3LZrhco1P35JLbS27pfn9iiBnX9zopdr8biO3byCkGdWGPbkpAYixc9RzqynxVIMJcW5iOEgTq01J6lA8gO03jEHMVaeLUW9KWNeEohvAxvyyp5oybrjIDT/ZoqAybla29X7bf2/n379fJ+waXvmuhNXjeuE4K+dDmqZGRODleVSwTwduPtWa8mhyMHIb5wmtURuNyudqzDwF2PTrXApJfQl2zjnKxJdoV7BuXrO5UWfy5trMWOgR9qsaWwnLC04E0PYloN4bW55DH2IUodt/XwK3d3ZOmBONgxWPYes/canmCJwBZ3xit9OIk0taGdD67QOAQ4kvTl5PTWxfslVDJQAFfWTFlytgQmHJR+1bHE8M4HOg2Jyt8F3chhVAsRLMRrmcJl1nCeehJb4xe/RJUu24bmtgDXPrxC/GMrLj1WUVoTy9Xomgnbmh14xV/SprjuRntNfWeQcQwLd1AAdA+55bwONEY62IM+LvfvBc+nGon6si6DKHl9j21bceHTgBWbrvP7elT3jQXziwsFaroO7z2bv75BYj9p/S/LU0ZxgBkCHTCWuBwj5LDkAY2wygicvqjPsxY5dRwCZpFJ9GWa/MoWsxsFZxkBsg6npG5qeW3X7J+NElXYsv3RIB/Bn9Zq0xr7gwpZbvXg30KHBn6wEB1DEA5prXXR3mZpq5clsX8b7w3l5rR/Ri1cuV9/dT3+GnQMCXamv369z9O1ch0uf+ECBs5h5zNs32ZXabB8WqM/HpP7V3GBDghTqbxQCbZpvSMHqaQFP30ldwhutx+v5h66yNlf8/bExotV86NodVYgIqMMKMEE0I6zSBaN0fGfBxBmThum8XO47bF9R9n2knbBxr1mfiNfYgSbOjK9/XT5ls7HjXOj+f6yA9c/vnlQN/ql3Ssln7bQ286dftI6RPnsOFG/BU6tS1v33Kes9pn2oc/wWlTM1HqToxvi1C2ybAokAmZOl0RBXutcH/pMzlWrsQKT5xpM4hrA4URoeLP9kJafb1xPl7KlRZX/cE43Ph4fOT15qQ8VOtH5ciM1Aozy1r5zUAHMoQEc74HMM9Iijd1zSCjFLbgRsGEvo+YiTKaL1Ddp0SSVlQYyhR+z5FYGVZAtsl7DMC0Ko5Yer4mBcFHsM5mnOPcAzgtNJP3y71/WsbX9r/M3azsm6TKlUgaZKfkFv+SS1B9H7uJi0tyjK+BEp2Iyy+Cv4VuOpm4c5SQrtd/xxiGrDvKwDJ8XMEflwFNwQvrN9HgGUNtI5FAri01/TUOHYFq2p9Ozyrn/TtKQcPgBvsL22sL0y43Yh6b1lQqdexrbG32OYyHWcKabovGkO2Cnmbo1XHp9XjhDmIVUyYjzqszVI1yvep99HSkQ1ktGpSxiJyGz0wbfq2BsJUu/n8eGPVf6pI7Ln1tIt2grJr7Zz+zVONdP85vY4jfn8ckSDCu4UpONGMyH5kTVXjhWAVltieU+grBHSMrHM2TljG9+jcvHDC9qo/1eBPt3yq9fYJDFhat1NaRk4UF7Y1GEiKlfvzN02Tri90z3YNeKm6S6f3RISPdU4IYI8JW790K0ywCsye8ign5veVYL9xvdd2G+z7jmXFlqoC287+qa2RAvCytOAKm40SbRWOx75gs5zMoR1gE4AcWuvTl+yZLwDgN7pBF+xkSuy6YM9p0c9/ybb50wE8JCw3g1RUYgYxNSdgoroO7HXnCOC0QlRk0TUCwnEjWwENm4fJ2HZnTrrJO9P1ofo4xDXdac037R0SO78EYFk5x6SBBz85FjkEY3xZylQEhALwVZlFZxwje98uOUKX7HYAFghmZQYx8wunSn2Ks7Bm3MbvLoE3wHoE/NnnsNKj+n1dy7b5z6B9EtvlmW1zu+Dh+xEPvx/x5meT9PlRqegDwVI1/FxWnCun/sZhNsffAshyzulo1tEJxGidpnti652JaDQl4YB6Tl1kizXiIKAAqxigfOal3zfqQLdy3r1QJ/N5wta1omvXTipRAN4o9kRAymKgvmTjApQDMGiFMdqkVWeVCk41jnJqBuJGrG/NWXcHOmyn34uBUUEXF3+cl9NlYFqZaJ8JDSORCA5jqHo3Vjra+lwiF/RzevFSlyjUlkJ3YwzwdyP2xWvGSXv/gm/geeVhf80mCe17kAIAGVrTdweAj+wVS168FYDvZ6SbrMANGuCvEUkEwmQaJvA+wBD7y6SUBgP9TAvH1gMAhDRMS5U6t/QARWn3G/tKJw5Zr1XPyVLz5qKVE6YqxJ3SeSDcjfknBobeiHEaf3dPezCHzgcKriLs6v7ohRO6MzF+2G/xE/4opZuJm7HWBXlXUqb61KnVVuBirjxDo9RYdUioCDAjorFA2upyRK2yVSC6OXp8hgICYJQZEGeXUJpS0ipEHIWGOzFiLgQrQIJOkNjaGhvntGz30wB/oloGfCnps9KaGk0ehoI2+Kx9Xtu+vn3EvCQsc8J2N5+WA7e/BxG9pix2SB7lGdu/phVUllaoMGnOuqU9NevLUdq0uhS20X7nBRGg34Okvymzi0aEuQQVHET9joDKCipSMcoYXmUG0kYBR13f/XcTyg7ixJaiB8BT8KxZWfDYnsOmuQTcFVDzXtu6Y3o9cWJmoGglLhog82kvTmwpUk51uPIAccxdA3D6Cd5TtVeWfSDA5gxLiTpKSW+zWbAU0RlstqnnwkBjH9OQqjB7tLG1r69JCnC6Evy/sjUMdDcT1+atvmIrC9iY2fv1S7b7v7/F8CjVlwYG0jEJQ8VWMPCBISWv9bMwbqgCaoTG9muAJ8n7lPts5b5zB5DY/LWwFmlowY4TxgxwYih6SXJmrybVAEp9KlUJ25k4cQRgCtrPrH3VJum5yDl2aUlNelQHEvl+/Lr7zyVsGmzvhuKK9n0kQaepKPCUE3j/EuLEX6qdY+ScA29sG2B9u6eOtfr9ymTee8OXHJ9PBY/OteeyO74A6+Y12sP3I8ax4N0vZ8zfi+FZJhOXEzCDRoio4qj5sBohb3Uo0Drc0cECLoM26La1ZQ/4xO8jOKBLZlLkwv7ZdjrwWLWQwqF8ou6jExU1m8Cn4lJ/A7NHA1rHob2kWg68UhnPtU8peRhvcdx+mckrQLxUo4GRbwn8MHupeABNZSC/X5p+Up1SNUpMab+gBfgsBztWatrkapwAXSSKKmIfjZ64RDQ2qqqFg3kG5DlaX9rxret/tdRrMA4SVYO1AbfXnWm+Bphl+LvWpvjVfZ1ssuIw1D5cv47lwPnISG8S5tcoB57kPNL7UcqB67nRLsv7mEhLLJdQXj1XIxUIgF24IJvoj1aGReexfvxI7bvurJ1RSxT1yyFEWWzdWH4eEGFjq3wGIFab8dQt01gakpxrJ0q8Ctr04sTPYd7o7TkRqOynHQbWQBugnfJ73Q1fZ27HwZdqc0n4ybt7ARGOSe+rPUMz5uUzqQYI4pJjdLO+IZbvnhDAlhKc5whw2r2wbbXEN0/yTvKC0/ct3it7JkE4mfLpdLnWzEHpy4Gfa1zE0U1FjmenER1tY+HY932reOnnzyeRKUQkQNRrMW5++/07DKngFz/9E+Y5YYA45Cmzg19JS8iXLGXBeWTMR5Iy7VaNTBc291s72//PMP76ct1mP9GgAsX2fYHr5Hn56YGbba3SEexfeGejKDEliNAyC2gTGTfRoY3ixLIPuVfyLkm/pawCw8W6t26LtvR3L1K8Vh68EpdaUNFEis27LKSXx4Tj8nrlwMdRyoEvhwCGDuzPw8G6gQXoyCz2crF5itzmIOtHFpy04FMD2oR/TetslEvpKSvzhNtYtN4nV7f3fuoGsSw6oL8JDIVtBWg5f5jVNNQrW43hPZ0GamDjMqcXD2oCwLv/61vwdsD81U4EgWepOBhNFquWlKY6twuQo6W/7fGY0K/+Xe+n2pAEAdOy/O0sG31nAXhp9ipPoICPAUAmNqw/MetxRa1fhfzFg5LS9aX23YgqkfpdRM44PSkHjlJTuxaAUwJhEdvK2fUa3Aqpf47TNv1eq05FeQ02myus2/vb/i6Egbv3UdWe5EW0M5kZtLlWmV7aywE3vYNxiXUDnII3wDqA87nn1LenQJvnHPdLAibPBXT+wtq7nx3ww+92+PZfM77+t3vp81tl3GzVoRhSNSxQgZEqhmZ764AWfbEE4c+O+DcI/9r9C1GCZmnf29FiFN72Z4Jqdl4RYIqTYQEwkJQ3HKiWdp3ruk0UwfePapijGuIIYwZQxwNXb+8MqU8qD07rSzkPq3pBGDYFw+FlvSieCdMPjJu/tQo8uQILS2mfrVEg4zJd8FTcWe+WVwEd+rxNBT4sG9YEp8CSWIBdAvYzsBtqCeqmpLMaWVZyfhImj0StoP1lafuyR0Sr8VZTJPi6awqG0irjJjbdV8O4UQDTDKs+PcrWSzvCcl+Qb56+xZ/bWB3j5dsj0tebtpQ8IPdnMhBGwbqjUReCddE3uzivDqalvMdRq4d17Bk7pvWx40H7Q1jGcqwATtg5kWkz5DbyaUubM638t7G2Ho6g3Shi2ENux6k+TXQNxG4MZx2LzbAzwAgVEGJ/j9COa3RqiMdb2t9eteW8H5GVPn7hAHimgl9/+ApffbNH3qi7GARWPd2oVKDhhHGz0vrAnV1bMuaD3S+7/iLXXI5A2kHKMm8q6GOCw8wAptPz4KMwgpZJAINlJhjTpooT1/5tTJtlSVLhZyHVbjzV+4lMG0oMuBgtnHHTbxPToU6FhSvjpk97eU5bc6yMcfMaKS//9mcfcDwMeHzc4PbtoQl4AOr7EJDGIsDFKHpng30/nE5Xce7n2ao0WRl48u8BdO8qXMC6HKHMFwBgLQce96FMlwJldLGX/5ZtUVk6wV7xgLQxvKZa/jtvGfM+IY+sfYlrJcpCZxk39fukl9QCfhLIbm9SHK76st6XwEAJzNf1IuMmEWPIBXN54QEHwDAsKIWwHBLGN1oO3AA0H19RnWllpBOg42R3jedOubdRV4EbaFALOofoErhss0yLsAWmBTRmYFrAYwaORc7XGX/BJtHfvBz4VIRFv3Dt43q+PrYZgG+V89TMOjv2Xqig19jJwbZdW6cfW9bLgsu8N44L5vnl+82H/+4n2PxQQMwY7hck9VuIVTcxsTJtFHAp8jmmAXEARPx+EIClsnWQIOsamybqRtq9TbINZYDmUyFjJrRpR+7c6NhYuqUCTl5OvAcQi1yn7Ev26ULEuk0sBe5MmnmSczjKkqbSlhyPx+g/x1Lf0S+Mv1u6ExDet6X7HPafJepDaRDbebNB+XiP57TLwM01Ds1z27nqUUAL3tjvX+I8rgFs1tZ7spz4853kV2l/AaybD795gze3R3z1z4zDb4HhDVAeGWlLqFaADOppK84FDcERsBbHwsBG4MIgZUJQ74AbM2atOSOmW1pZ4BJeeF2yoScWmdBJzPPZm1x2HUCMIaIDnkWxKoWZW9qyAlJE+hoMYrgD7ZjSd1vXOFjDK8LkJOvWyg90YeJqdhEiZvMxYV5ednKigbH5MWH5cJSBetT7F1Om/OSik8UeMYz9oIo8UwX4esbNMbIUws2O4N8cBmKLMqxRJqOGiaWrRKCoOz+/bvs7p3bpf8cHb04BOfB5br9nGwNGTT5h3PTNI3iofAJdV8AlNHCPOBCyzfLIyO8Sjr99+bGSBok85p/vMP/HR+R3g4wvb4Zq+I6SjoadphZthsq4sRzqElg3iSrj5nCEM26yVo0yJoyVHAfq+Gv7frOV+9Uv+1ZKZdjsRlnHlpswVTtIov1zVO9KwWvaDDouyjk2uj79873Ud3rDJoLTkXHjaWfddnzap3y8ClP9CePGxl3VbWnGyRdoU8n4h59+ABFj3tdIe8M8HOo1it0WU47MjhRjsJow8s4Uva4CGXPLMdzHuEQY81XThmdxkmlgYDEHBjjRUGEtszyrw1ESKLOAMIkbh8XG+8i0iVojHhRYAW+MaQOI4w3AqyrFlJPeee7LgFcbuHW6z7XnpD0Z4+b4Cg74f/jtN9ikBf/wNx9wPGQM2k+I9HkwkBJjOWQQLViOCSkLs2uAgGXZnyW3GjcW1LL3vZkvTs1lZ80kEuZLZNpszA4J77k+xzTquhvpJ2kjx24YN9b8mJVpA0i6DzOQtwU8W8nvYD9YmnWhIFvRMm7yIJ8pVDWTfkFIOsMUaF8P3SWWAY+MG26Awqpp0zNuzFMtTDjMr8O4maYB292EYVcwPSQMO3kYaSMMAGGUkN9vnqVimcyrMhZTCBSIXVmBlRjkOmHeAK293IP30Va5ZLP0topvY+vqepGnq79Ve0c/53abZisD8Lt1zrJqUmVrfCm2pgHcPXhjfex4GJCHL3SwC+3H/+uvwTdbzN+8RZoL6Di3/lIB0iLl342FZdWdiEjAHKDGpyLrRvsTZ4DjuiZtYS2OB8ZUHiWVquQkqVUK+HAvX6CYC5W6bu1zBJqLA06n4CSDzdkBYFQ5KYkuNjcbTagAyAAtC3jcgKYZ2G5E9kCZN5yrzScX0QJFJ4wbVBugWZ+UMcTxPcoC3kQfwgZsZdlgWZx1k26fF9n885QDfw54Y+sAzwNwLoEq14A2X6K9FLDzV8DG+ebvH/Cn3+zw2/894Sf/+CCT+q2+vIFxU6m9ya+ridJ69InrhKLsCl6KOGKK+PNxOQVxrNm25xg35iw0UelukvNJU77jfiK08x1C5MDSbuZ2ac1zwJfgCDfXHXxKnZAaDZGecXNl60tz1v2151eWaoDmzK/CuDn+Ebj5b9S5HbM/05NnE5g21DNv4mRh/cr6hrGzrgBUVsccd2LVOIroemR1nQOIzrG7VMuGkURLxcWPl1VApadLn/RX60NrzebvS4wbj6zYfURr4F3BuMm3Ccv3r8e44QVY/tMjhp9uxRDogAhj3PDDJL/tpxacsZTIsI0/h3EU8GbYyHJUBo6lKkVDeMiy7yEDjwcxGg5H2UejcdMZz8si+1sWWffxIMeZZo/UNOeW6JRps58C4ybVdL3+/emN9Tiv9PNLpFJbKoUZznZ/TPern58C7niRPWOMG4jRZ1H/F9e4SQX/4fc/xn/7/nfIW3WgcmQCNLhe055K9ZF3Rt7TmAZbJtK0kDp2N+n1BXD9EGVF8EySpRlSyCIDaCkEFMIyy7jOynIgDuM9w9kFkfGQFORJiVFMe+QMoC8OpIi4RqaNdJHWwa6/icVuTJuecdOLy36KMLHtY8hFwZuXd6T++Rd/wP5hxP39Bu++Ep2CRtsG8kyzMm6wKUgDABSkMZQIzwHwK6ggpr1TMzpWAlVmjjWtREaDMGxoA2HabAjlIGwFXrjtY5GlswfSDlgOQDZtpbzS/wuccbMcSNN9BHwwxs18EOaIi9IXwjIZ0Ff7HwBnePWMG+AU2Ls2ta5fr8Q0vo5xsyjA95qMm3GcscwJ8/4Kxk2C60KSzmnN25G6ea5vMSBhNmsco81mCbYK72fRrVGbuintbQOV2VqHBbxJ4P0C2qTKNo+sMAfjuTLRsywpk6SEJgSWDnzOsCCQ9d2GpYiw9P55nnHTtA78fqpFxqGNjTa+bXczpunl+80f/qe/x813C8DA5m5C9mdRdVt4FNAx6tMA1Aj5DbspfQAAIABJREFUCiNGXmoC1Aa0fcn9Jobq44RJyg8SJqtMwrgZCOm4COPHWC3L6YOwgHeai5zTpNvMRUCmnnET2TQINkz8zfZVSthOnCeaDkBKoMeDnNMxOFX9xO55crqO2WjxOoxxE47ljJvFBOo6xg1QjZ+cQcsCbEZgohdg3HxKOwfKrDnTvk33Ww2Tn673Oe3c23wu+vklj/3a7c/Muvn2V5Vxc/wdkG+A5ZGRRh15E/nzcI0bY9yYowGE6NOKM605tQ3zBqiOeGy2zTnGjTmn8TkbWODpN6VOcsa46QZ+A3P8WvT7Zq3CbRdXZ4dRGTcyiek+w4S01kzrpmrfQKqb9OtFg1Inn34p1xC+13GNC2Fe6PUYN98eBLRykI9Ox481xk0BfMZPgLOzzPhotG1WwLveoClcxazDsz8FSVbGh7hP+xyXqP3C9Hjc4ExUQYS14wI1IqGGG9u6fv66YhwG7HzE9l9n3PQEH4/coWXc+O84z7i5L8jv/wyMm/+0X2fcZBXrdcaNgS4xamXPVOcyA9oOR30WSwVrrBrAkE/7p7FlbrbtsmfTxGYpVLa0bbbKxEFIscpAw7TR/fmyBySBaqic65PXMG5mxjnGjYPZ8bJK3dcq08bWse903XLEqzBu5iXhH3/2nRxzoiatyMZM0+fAUMBzAlOpwAqjClMmcqF4p4Dbu+MORV0C7a3iVIVeucBFvd2WDPfOxJItCJkyGpF6SiL2aMKbNp4buBI1bdjTo4CUizi1gakZW8+0AZSJgwq+uMOtTvBTjJu+nasqlYhBxKt4tB17XhKGXHB8hdSFf/31T7HLM/7tz/+Ew94YN3KfbQ7NKFgmYUDN+4yUZ8z7DEoLlokwbPW9GFi3k30bqMMp2AlyExzk7LXFYCyZjQIAaoekUbdxexxVp8I0YXbyOW/1MNr37BCE8M7ae6Esnbwt4IWQrd9me2+0mlZi5LG0KXfKuJH34wzjBnA2jZ22tbW+E1k31zJuUlpQQFhK+sti3Og4kYxxY2BI5op+AlKCW+d+r7Sp43BfQvysH9PZPzZ3+NKDNwICAIC/hZqSbKnJ1LFqGtvAPM6sYJMz0nVdY9fA5pj6W5OiE/cZ7JxzAc5PbSLW2363Bmgfj/lVNG5++u9/Bd6OmH/6lTBupgWsxTX8rCwdfDafRj5SUiHjhKpXQ3BQ5hzzpvNedCCgugQq42aTBSwakzyPkQzFb8ASWkpl54wZtBRh51i6FNfzslex8YMSZNuUlFUj7GJOclxiBhtAMijTZqfLTuOm3TnkXMZBQKdxQMOeB0I/TA7eEJGAN1XLotpZkXEDyHvJDBznvzLGDdACPMA6sHMOwPmU9jmgzbXbfel2iVnzF866+frfPOCH3+3wh38Bvv6HBRc1buxva43zYH+0gApGFZpKqmafa1Tg5L6sRJZdzb5b9yzjxs7F6KqmeRPPyVg55xg3qd1XjBSQOs2NkbbCuDHw5myFqXU7+KrWaBjo0nQPRITw5Rk3KITjd4ybf97KPdgkd7bdeYzPU8EXioKzEdgDThk3fTWqNed17dnGzz0o3S8L16oLFq0yHZsz0SuvxOD9pNR9BYfW2okoct/vrQ/1Rj/gc/FZxk3sg6h9bh3gavtjw7i5ISx3r8y4+cMB+RvRuBHnpj4n1nvK+1mu/Rg83UQOxNTKdQUYQsWmaQZuAhPGGDLz0p7MGnvG2DlLAH785Eu9iTkDB9WteZzqcSPIqNcjjBvRw+H9BIpLr9jRGSlx22uWABrGjY8PIQVLLqIS3CN4E/vQuUKsNg/oXrBw1bh5ccYN4//9w9f4r9//HkiMnGtVKdPn+JQW01nMMecj1XHcQJoAxjjFf9E0q6nXBmmrlzArWFOUjbMQKDBtbPw2lkNRMc04tkemTcoF85yRc8GypIYJY85zr2ljZZtX78EZxk38fU3jhoj9OH3VqnMtMm6kJPjLB67+y7/9I/b7lnFjjZJWS1HQghKQt4suResmA4ipHdaccaCMGCYOZeBr1aYGyTDA3OyPgaQgxChLY9x4s/2rllLZA2kjjBspJgFn3NRtar/FwCjHyrjJ24LlkJyt5oFnK26wwriJGjccAZsnUu7OAX7nUu4i40YuPb5DtX//ORg3w64gbVCFXo11Y7agMW6AFkVDXf9sUFxtJiaza034VX8uleHuGnvGYldW+9m5wyqmHqWwSGTcnASbzDYIVaS4MHhSQMq0b46hop9voza7+f6xYlq0O4Jj/yUF7c9p3UQA57U0br77H3+B3XcLmIDxbkI2ZojdA6pgmFeXckCmzufGvGFTDCYFeEi+fRbzJpPr4CRj2syqcTOH9bwkuM4jc8vKoaV4Wldcz9m6UVfG/KC5yPthYFXQn3G2zzQLWDTNem5h3TXGDQQU8mgJ0FV1LXVp99F+7ztjtPGccQMFlMSwoe32z8S4WQNd1n47cYBWwBvgPIADXA/iPPXmngM9rikdfu12f+72Z2Td3P1+i81mwbtfzljugLSF03ZhaucaqqcxOKzA6fPvvx8sxBiEMxGiSWt9sfvtBCjSvhmBH7YBO7UvYXUkwoBpfWSjIIFGxZpSud01+Vmao6saN8WclRBp7gWKnS7f+YsnY2uMAjjosz4RrbUmZWBKTit+yTZ+RSg/TN43GFivKqWNSoHrkhTUUc0cooUrsBfKV56kzfVgjS1PjJDuX79N9/dFGjN1fbZn2viY2RncYd8cx80LjJtGJFB9rZNS0QEw9M9r4/sJiBTPqRpbZS/pUsfXqCpljJuvN1g+HJFuszj+uwzXiFAAgvp0uZVn5PfGGCVGR56mytSjle29YlO3HMfu+3g01cyx8NIoOjXYKivHdGzW2ITKziFf6rhvfcOqosVB5FyfPDeGXtK4acBobkEbW9/G1HJmCo92j637Sho3SyH84usf9NiEeTpNFbJ0UdJKQQKsmBObANU3MMajXJI5ECqAekSzpHDNJyBPModS2ZkrBIBW++xUPBiIw0scj7j5zZg2UpqZkHNptjFAxCpFLe4Eq4PtgcTAGER1iGVqr39bE5bO+VZ8+6dBm6hzYho3X6Ji1VPtV7//EXJi/JuffI/jIfu9I4KnqOVEyrhZsBwyUl6wHBJMvNceLYGEcdXpnPv70n13qnGjDn5cBg0RCgAqCtc+pQVNTNsmaanylHWfYWxn00tSdlDSuTaPAkZGbRtLnzP2r1eTMiaS3qtYVcquwzA3CdbX5xhZWP33UecmtsrWMdAHzjqTjYWNwyxVpcb0eowbAbvk2imp3cesgLUx6riysG185Dr+ipaJ2sN2SQH4kBeQK4CDMHbHZnNEsKkbY/IMW9MZNoHheVLdsrfhSdczW20I+4r2S6nbVOHvdp89yeG5KVBrjRJrOqCOUx1407Nupul1GDdf/29/BADMP3mLdFyEdeIonAJyFjR2v8h+VyaNBa8j6wbw++z7I7GXBHyWFbkDbvy2GFg0yHzgSz+3uj4nNBo3LmZsjBuiyrhhHadY5+MERzgpMGHYS8pTFSgeVWNwI+npvB2rtk2sFKX3zq8patsomwmmh9PbUT2z5jmMm1Lk3A8HpJvdpcd+0q4Hbi45H307V/YbeBq8WVsnti8BpX4uaHMNkPOc9hfOnvmU9vbHR3z8boO7/2fA7d9MLePmZKDH5f7lk1Zwos3hylTZCp6f2KZ/eETh3BLB4QBatDQ67c6age/b1/NzZXeYCNVBbhwTvaZrGTdrrWrbcPf5/G0EgJa1c6bPNRHhVI3/sbxKFHO5Zww/H2uJeOsnEXjollSwqlkUb8gJ8+Ycw6ZvPfvgqdb0Ae2DXV9ptG3MWPI+jtM+dea2c7/ehdbkxlP9blV4LvbBLhrcMG/CdwzUfq2/px2hPBSk7cVT+yLNGDflbkK6zQLYAPU5RwP22JWSd2MxghM2TkDnBgNAklZySi2rxl7CZaoTeGTY9Ov2cxmF/VmlqMO03q/9esg1c3hepIpUZNoEY8jzsvtS5rGd+94YNwFgP2Hc2Jhq+1npjmfjLnGsU1rGazFuAOAPP9ziq2/2KBMhj8XHQC5tpP6EJn+lg2BpTxwFhrvfAaDMCu7M3GiLWHWe/6+9N9uVZUeyxJaR7h4Rezzn3ClvZmd1dg3IalQD0oMASQ/6CL3rE/Q3+gk96Qv0JkEQBKHRaEESuqQuKWvI6d4z7iEi3J2kHoxGGunusWOfs/euq64wIGAR7iSd4U4njYuLZt4RTyhU/QAkZlDeXsK/NdNG6p+38WffIiYybOaYNrXUTBvZTnAMM0YzbmTbU824kWvXjJu6/LIeWQS0+Rw/OY+Vn72+wTDYFFWK66X/DPc5eesQ/2dqmIFjoBgGGlCL/Sil/pSPIYJshS+QajwkxbRhhk3UeYG4GE8EIJVoUhxlCuxbEyVACE9pOx/iApJpCG6gFE3K2AA3UNrCp98j/T59LuOm3gY1l05L6TNHHcf0Gm3cNvXc0jQObjSJqaQdQWsnvASwfYPK96OWw+hn+TtM8wePbEPP6DzuVPauAPjCuJFxR7ZuKXu5ZgcHF22juAUMwqoZVdlSN7GZ1Pz3IcbNY+TBAB0z/Yh2JQAENI1/EcbNzV99hdW7Ab4zaEKAqbfvAMoB8RR8CxEwA1CybgAk5o3+u+pUVVRpIwpDRbZCCeNGytLASKxr8nET7XpCWGTc5GhRFdiS/N+oRiAAi6QbxkKnyFeubjgoywAyJqDfoxmGzgScOcS4MZ7vgbUIIYCaBn5fsjUfkuNb2pcAC3Xeye8FwOSpwYxDZX4JM+WnyLYRWQLQnln2Nw2axuPs2yEDkCO36+BD/oyRJVGHt/RhfpACphMLM+2gRMq9uUdKRJqLib2h5CcjOYyLKwvJsbKhad0m9Zm/HF8H2ccNsDhZf7D6Jv+FQoqISeEorcEdbVA9p5gV4O9HhJ3jj3zvPQ/sYyi1ABvSljRIEjvhoNpTGKvO+JCeA+dE5PxcukP5lqR+YDX7Ya7tFKtah9tfCU4+UJeacVOUM1e2rhPSRML3AHUEPzxwvacQw4sxtLEIe8/tZee4b6n+w6z/l1rSM6zaizBvau+IqXCzrAX4kd/6E6KRLMwa+V2DjOn/yjGTQJPi+Nyq6SPHg9J5tjKqK2O8ACQjaDPXfy+uu+jj9cTgmYdXHwjXm30GTxwhjAZuMPy9mnSGuYlodAwMOR7iWBd4Yiigi3exfB8BGkfxvN4SlesWAuWJiAaRFGgDZEAp24vVxLZOX9iTma0AzE9UirIi+8ara+qIUqnes/mmx75E5sCZpcn9c8j7mzPc7zt03YhxNBCH0LkN8PMrgLfA7St4DtkeBJyR9uMesdVjpl9I9paf7wI4vdJ1NzWTp86fnG5HLUwbis60i7JMKNhgYpto5hd/choTt8rVz1dHPOPtdOXxWmTLXYqgprtCBAbOVF4XXsZeds7AyH0biW3jEdyvumzTCHAhdvNs36qZNV7nVbbRnK0ieWbAHAAVynXAnjGkgBZtYy78eT1W1XmqvE/hJeMx8lhXA9L3OWcenfdz5Pzv7tH+eA+7dzCD5y09CalnIRf4uBMQIyO2FLBsk+r6qwlEoPK37jMyoFx2GsK2ClTlV/Mq3soVMotnyW4x4DT6ePJ/I9epzhniRSsitnmIeEGMiKNKESFYg2BYF/WrrwWUUV7nHnSqu5k/DiB19GIrOQd4j+AcqOumZR6Qz1/LWuQ8Hyn1yp4Yx3PsG5HHTL7n8i+mOZJpc2x5j0n3JfITZurYlUO/bTDeEdpLCYup5ywaFFEZq2ecfU0gp9ODiI1azknHsXRfQqSdzuiJLE7GgWKrQJ3HVHVQyR4yyEL4/NdKnBSXx5bH5UeXb8KDRv1TSHCIlFli/zW6jcR7L6GwC98A9ZaiBakjDc1KxSQojstnbvvQXB9VrABQWpWYrCyEML2uR/5Ps4DJjHG1IHOMm0WpGRBFOXNlV207AaZskJrnZZ6zyES59zygJzB1mrQA7wrgTY1DiQml/AJo5k1tBM+x0Xxk0aBi3NSAjHzXfU3NLJtLJ3Uy0emy+EUyVLY3nTZ9P9BeDp2rmYDPOQ7pfv8ZZduzKZS3o4a0Wri0Ghs8R4bSaUjT9G38LltEEkMlOlBN5SBd27sM/uSoUgTv4gqvula98MfdB0WWhsprynTFf9A+bwKH+p7dGhDyNbXdGopl1YdFM27knqQ5wNzK9iPKrhk4L8G42XQDT9xGg9V6fHAb8uR3ZddT9ayCR/LpoZk3gi+Qr58TYmhapb32j1NdDygBUi95YlvRC8gaQPRIDmDFp1LeHhWKNj0BGSdtULTYTazrrXefIweZODOD4Eu0GYDbujxfU23tPhoAkAkglB2k2bqezzDjF7kvnbMZfICwUWFC9NWIrMUOKdrPUlTLMu3BLdppfEXp/0xAq+L/YjoWPBGor/vteiuplmn0OwAID7J2nkr66w4dAG8Nmw6JCaveLw2w5ErGc/GLsj0mzJvUcch5ZN+Hyp9OIdqmVbZt8TqlFx2Fzr5r5uzhKg2AHJ4bZcSp2o6uy6pZNKj6z5ltU5NzD0ndaHX5inHD9z9SEo2Bjgp2jDydSVQbbsdEZZo9duBNrFHjYz4H6+yfB7Q5yfPIzOr/Is1tblK8JPW5xee/8L3OU61Ah2PbI/JK2WNEG3tLjJ4CQK63SNVsm0n5YWJwvoSE+p49xERKQAcO3usJ4FZM3Bee09zxhbSLoOED536S8gQjxEuvmgGoxoGZ40Ae4JfAr5DfYUmXv8+wtiYgUFCz8gV2zkNtb67vqECmIPVR/2t+G+fCWPdQ31SvvB7q+yblL5866vwLSJDtPvqYsGoUsyYdr4aXOeaLnONj4MlroFL7arhSeb2rrlWzfkK+nq6bvm69PUpPkAWwWZJD7JnpcEkp3aGJMgNWi6f/g5D6nk6YTspxqjCxZhmMcp9qm0NPaOv2k9KFbCstvF8PdUuFFPU/kC6eX4wUtsASe055CIgxRyz0PLfU93TWVBXg5SFRdmfRDuaO1bZVlX6qsz0rZRU2WtVWNcu5KCfk83P56v/5qIXHZ2pTTOIoKzJnEz838EdxkZmOvSkVc4TCo3D2h2/+AsgxuU4N2mAK2Mym1+nm5nXA8ffiWClXJo7Pt0Qs+RzCyUOXevIStXwJePOc248+p/zFyfxPwPJ8SP4Rtku5vYU1gdk2fgpILPqHORLgKPLMfQceBm0eYtk8UA/ZKgUgrzrPNIeDTpOLax/RTxQhvRWDSTufpFCcm617BHCOWd3RE4OX2CpFFmoLFG+nC2MojAYJXV1okQcm4nJ8FsCpfx/TFuvJt+hwIP9TDzZHyGeBRl/Yvckq8XNvdwGQthpSE1f2fODtdMkgPbIcDczMsVUWDduZdndM2rnri36IHTY3/nwuZ7uq2yTC3gPt59j2NbuSOnccmLJ7nkm6ZkSIUZY00FGzWrRM2Sfqew2mCFCjdQA0i0HKmPNbs1hmejwlwLRU5yV5iUk08Pk2rGbRpJDgaswz6vxLbJES2Q8NBmdSKGtgClAAJfgmvzWgJ6Hd07YpoAT3agbCEtijbIjptWbKqeUz3jUN/tSMIS31AlC9VWpOZEvUIZlrU3PbrCZp1CxS0r5U2/FBQsYjPePa76HeJiWSt0yBx7ggaTRYj7IPl2O19mVaDcQEnb8GYR4Y7w7ZVU+1cLXYhufAlMpGLh16P2TjHzumvUy7aW57mO0A8mHCttNCwlaR7VLVYJa2TFVlMHMFWMQzD4Eoj5lnAZMtUkuvXu0QmSu6wPyZS7e0/QkoHWjP7Q09ZEsJK7u4XkWbO4aN7H2KZnqsPO2M/nNfykOgyFMCIw+V91jQ4FA5c7LU23zJNZ8BzXsKWV/znu/7PzYcGSQgOZlMvmFqvzALPjqmAwFKkEQDPnMfSSMT6RCiP5RKy/fJygTUoAYGEhKgUJbDx2PnJw4BZfBVE8j8O+R+7di3UfaWV/LQsUN90KE+i6KDRWp8jgTxjOK2AK0t+yFpDId17gyoofyJPocKLbL0nUrnfrOh40WOmYRX8iDT5iHgugAND19nsbwDMvHzpH7T3Pd6L7PWQHJSXEc2Ceq9NB04xOcLOJiVSYvfOt4q1RgOJx8jrEid0p5wbaTq9z+VF8eLGsCANogVmCMf2YZ1SC/1PRKqMurQj1xH+T3GfdGjm7YDYdoI7Vb2tutxr+4XJ/ew+n+PkEf5EZvNXx2IoM1LtJ2b3QpkA9xI0YEskp6TtJ2j8meidWLJuIrxIuG8hdETfaOIPxQN2OjrFNerQAAA0FGYagAogQNhynrQYHzNtNFbpPiVmU8rMjdZrpvFXJr62LFbcg1Nt++auGXxJbb1vrq8x6YbsN833F5MmAAUwMyYKvdkaWJYTwQ1uKkAmOQXZczHMXNcn0OVhkN21+0S7HslKIBJXVf7aUr1ApJ/ptQ2pW1Lm9WOhzWjrTbxjmRxLckx26w8CBJNStJaHULrGcVQgPeUnDjzQtpcH/jI/64XsdQ4rAGZ2QUw7R9w1u6d+8TzcZFNl8HjkNjbYL89QdUvAUIovhcMMDVOafDxINB/JIDymLWNqevB6TvbNC/TbrY/32B8tYFrDUdSqtpLiFungiW2gWwJWsgrMXk1/AyLpwJ6tKNh+T35eOVgOOTnj3ROfRzbPORCygvv07yJjweOHiW2jJyLthRpGycEdqad5np+VpPzCfgiSVt/dHnx/tT3RPsOyvcsotd6VWcyALJPVBIWlLUIfT//wBfky0yiY/zczIX8fkw0CylDyzEMkqdi1Bw69xJsm5+wH5tDcvNjh27lcPHPHdwdYFbsgI06xFDBUBOZ1COwemiwmplEzuY7dO9qkKhe2V7yl5Imq2pHbo1amxjFQWMGVV05Ck9MIJv+/cx/OkK0f5GaeRNCnlinPuXAdkptWIYApMhSYEPLuednbzWXhHAXPcHLs6jDgfuQBmka2RhI+7znABbZ221jpwpCcJ7DhHvlGah6lsdEI5tEe4jlQ5dpH2jTPlShqcPB9lu0v8UykdpTsVo247tHhwWf991UacT2hNIZJbxqj4bDgZszg/HHl+grAbIEc9nCf4zekH0A1ja9s+neUr7HBJTgseST73FwnoA1ArIsgW+1j5olR8O674khvZPD4SaGvmw4XHjtbD2F9vTaUDC5jM+R+vkvvBPl/1YG+THDVdXXabAvlfdC4cB9AL69vIcfDJrOww1cMR2RyYC1pXmdfYIQ95me2DFj9HGjndRy1CPUrgRKwIZSs1tOC56gmujLZml1WPwwcL4yHZlQuGaa+nBQYZ3DYTBEs120v5m5CTS7rQtJSx4RyWvkuPiuUXpaZgxb7g2M8bPA0lPL799foTUO3311g3E0Eye4Mg9wnmA8R/mygZ0SUwP4wYDIx2dLaXJkYr9qTARQSMLRT+uwyFTTuj6n+uwJiJQcCWNRG/XM8lxFGGv5UkX0HQkLHvI5AGqyHVL71OHAY+oH2WPSfrQ7vPl0sS2rGMUC4Ayew4E/t4zOYN0NKRIX378AYxVQLc9cfMAksAQRHInJVF8cgAR4pGiWFQiSJOZL1ncF2i/6cJzTUp6Wwv49zqY/yBKv2vRs2sJXzcK7IeWpPnb2XPxeMyvnZBhMihz3nHLx1x9Aux74/hVocLmRp61Q8X0LKky4QQQj+Dykn3nIH+iMJL9vhGJrU/pd+7lR0yjNnKHA4b/J+TIvUIb/RmxGUp6cA8VQ4obBmzpst54LVHUKtnzwRZ9a11/SSnROHaVTQoZDxudQdqp6sU/bS9FBcRC7chxhVo8Lu/r0a1mHAJiH0sgfezD/E04CHmq0jwVtfqogi2pkLyHXv9jj4z+s8PbfNXj9qx3CEGA28UWUSbg0ZhUOMIcQLAcE6VwI1eS5dpymO3M9uHjETn1OA+WENIbo1CF4DXGYQx8Hu8JhqOr8nGLdGKRwh2HEhI1wSJ5za8mxqw1E4O0DcTXB2ICmeV6jJnhg+ABsvm85IlBk3CTxqp00WdOIsh0dmiAfQ4OUax1V5zD5nla46omOrELUDmdFe8wcnwJEhcO/pf60YMfEQbo4T9m5myGAKkBgUhbld0VWBw2VTgWNmmh7Bm3cjYdpp9V7cvFAcAHubQ972QCx3ej/lEA+43kblXEMkNRlFaAuuO+00YmchNo2NoWsD6MrryPhubsGoR+nWs7rPIZieSrtfgC1FmFwfP0aICTiOrUNh7tctQwotQ3Qj0DXLANLorXhX68szbwDk+2h6R6pYw+9OjNANhDBbM99p+kyePPc8tuPl/jLN1v02wZtW3W+6r+4aEzWumC/1L5mFFtGtITtLvJG0GdSnpyDdB9la6192SQ/OnEirCcnmm2jnRFz2TSZ7Nb55xwXL8mURXNUtlnREa/CA3VorGNQbc5Z+BPLn/zsPXb3LW5u17i+3k4TxPttIwvHCnhhSy3bZibbOTSDwGcAxyAvxAAClEfdIIf0HgBjkUJ7e4cMMiKP8UBIAJHvCaYLKdS3V8BpCBy+1zsO/+1GQtMFuB3Bdh7eGZCNiz061LfPoel1GHAiFGHpgbJ9a8bXMSLpD4F26b2cCQfeWfdgSPunkLZ1GHuLsR/RdAFkQxESHACPrT6gsE+PxeIrtg07EcbUtpbv2hlxR+VvsZOjFGNVY9iGiLZEAHKob+2FvLB74yJuw+UGoHTALfUOKq9R7b36XbSNR/hjSqIdykOZh0c4KSYTEByhWzkM/fNHYHj/H73B+e96uLVF6wPMbmRwYWAwIaQoSzPbeGbazhzzZrLIOPPyZfYN2G70okMM8R1DfYeZtibVqbddCbCkjwHpuJQbOw3AGNAwsl00umk+AamcZ5BodAksSmXU6N0hsIUoM3CqexJCABEhhBiAYgy54xWwJ908Axgf57Ie1Dbwt3eTe3xIXoLAjgnrBjgM8BwL4HxRnY4YCR4L2pwkydvfnOH8osc6pIgbAAAgAElEQVTlrwOGHwG7mTJu5OmGPq4kz4E2MzIJ8T23ujRpO9LeZnSVN0UsiiGDQ7xWiBGOCkBnUrlcF17hL8ufTFBqecwKQbW6QMXg9tA9xEHmDYCScWOY2juOzzs4kQHaN4B72/M9bAPCzpVgn4gMtn0cYGVSLqtSmrUi2lKadCdkXhg41T1L7cvLwFLqFI1ML68ei4od0/+kuqOMnjWXrigbs2Bkuq4hJB8w6vyEOVSXGY0u+a0ZNzodGXnHCe7Ow14b9L8/0vL+EjGAaQn2qw7ubQ+zji9baxjUM5TvZXw3yRoG1w6xYKS/dzyOhTEaScJ2GcsXiVdAPbNkRlfqmkWT8iDmMaVuLT+bqMtnLW06snQapUOIDC6f8zy0YHJIEvit2lLqB6tywhT4m5BzDzBuGHwA/C5wKPnHsYgfLT4Q/uTNR7i9RbdyGPvIuIkTTB2ZSSae1vpCw4bMfkkTDirYMrorSnbvDFNG8mimT2M93Gh44h/yxEGLTCIkIpZm2iRR99zGcwnfiNa4/A/NdsjZM4ACCFaX086xZuS49yayaGiiJ88ksnHUnDDpOnqUvp6hABevM7rnn0j9zW+/wqoZ8YtvP2LobbGVWC86O08gRxhHA9t6jKNBZwPcYGDBC0LU+ESfF9BNmDeyVYTiX6onpfW7RaQ0ljUAaIZNCEhRjmqmDYAE0ku9bMMAjBHmiI0skcYDwrSJ15Cnke5RPJDMN+sRAsEir7bXbVDaXw2uyLtFCtiTduwUe4vLjGWFEJkVmXGzHy06+/yMm2GwODvr0XSKceNQAjiaZeWFtSffM1MgqHdcXvm8HSnemDGUtpHYiGInaZlj08xJYnoiafgwsc+DgE+5hhmMP8CeSWbVA2BVzUJMx2cYNw9tENGA4iEWowbLAaDf2xdh3Lz5n38H7PYYfvUd7HZgFktkngBgFgoRyDtmo4Qw7yMmCgGItEZuNwQGNoDCVsjhtmcKUCCOgDW1rsvjRU0ecoJhxiosirEz5aMYLTdEho0LCK3l7VKRiayZ9FI+1ykgtA3gPesQOBx4YGCF/Iz9LraTZtyQKt+rdJEQkfptscWMzY3PVY0wbmUPznF9dnuYy8vFZzQnjwNujmHTLKVbAm+AlwVwjmXEfA5z5lCeF/HO+dORb/78Hu/+nzVu/1eLb//iDn7PjJvgAdNJI6c4kSFmpnSGQZzOxO1T1WRTjvgAakxC/JMuJp9qMEtbXDDNcwiEUeyO0BCHGZY6yu9qhTn0HmgIoQ+88tXzykJaURjzdWqgd2lFYS491698Lx4djeqQMYe8GscGJWDagGb3Aoybd8Dmr1YI92Nm3Mh91oybzjCoE59JAXBENkghalJeTCw/15lrUXFVXr1q4QNyqM26X1THlMEkRpaslj3K58gMcDdh3BCKdl8zbgA1+dZGl2LeFIwbQ4pllsu25wbuo4fdHF/9zxYP+H1A+EMPe21Ba5v6CgBxD35cKUzgEjNuAgCESC03lD+I/2X0wMpmVssw8gxH6LNemc/SP+0H0Kqd162d9j2GQUVqbU677YGYJ4cSjw9ExlTNsFm1wG4A1i3QO6CzCmAJ035OMW0o3gNejZppl0rIUHbsV7NtANQg4KzBXC1CAQxokw8IBjBrBvtNt/zIn0IMBfzNj6/xr/7s99jftWg77uNkC4sOpy1gzjiaSHYqQR7NSKnZMrWfGu3PRkQ7HpYtUDqvMHx87atGlcPls0Vdh1jWcoiV4NSfnmM76P9ZMyT09qha63T18bmmqSNRPdQFynXbxmF0Bt0zs0MB4M//+Q+4/7jCu/dnePP6Ph1PNP/UhTBI0DQM0jSKxQrxi0MlWFIsrNQOq+OijdDt4SNoEtkzfiDYFWvTsmaGg25rfB0/AqYLcAPBtkjauwgcujKPib6gbBPgegPbeYw7C7vycHsDanzcAiZ2DSWmmCF+d7gMk5g2Opxy6d9GFrozGDMni+sNmk1WsXc84mQ1tlmigE3rMPi5zupppW0ddrsWTefRrD1gQmKlfk4UxtlFl4m9GNuMMHBQ2hfko31sZmzraqwKAKOoljLDZgigNtsBxSJkGmdim+tRMCqFmZ7Sadt4zHZxkDLknGKPfbE9XDFslvxUyZZRYdzAM+Om3z8/UPzjf/FzXP7dHuOZRfcOzLgx4G1TxIvLABAantqnf1BsX6qQrmILEw6GDF9k0urFUUMwI2+BMvUkZ4bpYhLYpNgsXuqTARgAyd6i3cigTT+wHsZcpmbaGMW4GUak0NuyA6VeDU/zCzc9pyV1Ij7+ZMYNfFwMHMfIvBkzqCTvp2VQh0yD0A+gzQbu46eFGzsvX864OcbPzUPyECCkO6TPAXEeC8IcSn9i2xwlf/y/znF5vcPFXwwY3yH5uDELjBsYKpk3WmYm4EFNyJKumThK0rk6T82qmWtrDX+XgYVklXkO8GmkDvG61eqVngyl/tOhWAnNda5+1/2IUX5dZtJzHhkI6dGvqWbcyGVfjHHzwx6zjBsg38PoIyn0vjRKEgugepajz35kImgYiDv6OfaMHEvRHSgUOoEzBb0S+ZgANlo0+KTbjge3ndQXPqLPSuVBTaLz6UnELc24CUgrZouMm4JRQVnHY8mRYEz7j8q42RDs6xbu7cAGgQ+gVhwUKyDGUAKeAOkfaH58kXvmXAJX0vFax7KDD4DlLVSzWo95+ppyrm3YWF61SKwaoIw+IACOZti4CNZ41dZrcAjIYM4hmQV6kEEqMbLH6j4gtjnNonnATNBt6B+DcfOrrz4kxo0bI0ii/HklXx1RNw2zJprGJ9CmLtOawD5NKLNmhBGjdboHgSfFcs6NBo1VzAU1YZA65Qvm8owNvCUm2elxvK38zQjjRv8vMpFRpHzEcDllWzGIDpyRwZtjmTchEPugicyY7M+GijRE8f6ZwGQ3wsQvTqoPZaBnGC2s8di/gD+2v/5/v8F5O+D7bz9h6G16JhrUsuC2ZKzDMBisLG+rkLZmYfKzDxlckWfoY3tg/0gyca1tolBoauI71+TfRTrEMkyAaQjwVGzf4p0B+ZmlPMKSsfG5WmHceK5vZNoYW/q2ISAxRIxlh9IhbRuTE1EpBpi0QSvnpL2pv84Mm7KrEj9Iuk3WjJvU/hXjZjs0L8K42fcNLs73aNaegTLEeaQNeVYmYEUEJ8hLP4nUD8d/WyyyhGhbap9jky3cdYV8bnc163sSTUp/F3tL6hswa8vWUrLDEcdMdV7Zukf5tgFQb3l6lByRd24OL6DkfvcyjJuv/4ffItxvYf70e9ht9OM3BoRoFyTGzTgWjJsJ+2VBAonPv3hA7skxi5uyNU6239eXqlgqELaQZdtV6ssIdmkLQP5D2zDAE1k0aOPimbCNVcMRZk3SkXED0/ACndhS+p6Y+FtsKr0Xb85uF6ZT+h3BdDI5SETaXpXtRu7n4/xlu4W9vnr4/ip5vq1Ss6vLM6ybQ+mX0j2XPFT2QxGpTpLkmz+9w4e/W+H+Xxt89WfbgnGTna8BCMjIfmcU8g41gMxMfhuD0Lvp5GQOTNGTdq2rPGGSJzB7Rlgdew9qDcLAkH9warIbJ6phDGlFgZoQI+pQmsgGF+aB3Ordlu8HGTdzaWYmSIeiKxxy4FYzbsjgZRg3HwI2v14h3Dv2XyOMG0Ah4vHZRIbWLOMGKPuUQ9thPquyYaGfq47N3d8FIyjRmSXfUtueveYj6k6xjAUfN4ACc9KbQZj6uvnpMG7CyKt+8APMeYxEBiQwBTEanLz7wrxhoyGCf7YEdJP4kNkrnYB/QArlqJkqIZYzjGxY7AfQpkvsmXRc9lrLIG4Vo2c/sNZ54par4l1obPZl0ztm2uyGXNe6r6v+k2baJPDkoXZUtb2DfpF0GzkgAqKJE87EuPF4dsYNAPzm3TX+6ld/xO4++7iRLR3OmYL5QoTEuBFd+I6J96/2f+NdXPV3+bc+fyiNk4g8pryWSAiI0asI3iGxFdhvTpxgVJP9BLYEAgRAimXorSiLjBuUDKM53yT6d5g5P8e8YXYEEpCT/Zag0GV9ct62GeE9vQjj5i/+2Vvc3XZ49/4Mr2d83CQnvsq3TQi5baVIVAADHIQEaCxJ8u3hEQG7+L1R/mmidnsDu/L8uwH8mO0DLoeyv5qB9dhHvzWRVSNbefS1/cA+bdzATJtxx8wb1xuY1sPtbQID02K58m0TiArfNg8xbvLcabndFPdI+bpZ8nuT6hVMYtysGv8iPm66JjNubMfjkGm5762jNALHzZuTeMSxiX8GH0CWysWa9MJE6zqCO8EFXqxTmuJ5kezjJiTmubDkQ/KLk8ebeit1gGrDUobjOhZ9jbKJl3zbFPflc0GbB6RwsI2yPxTGTdu9jI+bd//597j42x2GqxYr52H6uCVqiE6s4vw6tBGsiL5uQgRKDuI2esFPv3RLmZSvmVkdgZnCW7gBaPRpOxeIkn+eDPjMXFeYNmIH7fvIMh6y3RTrTF7l1wyfum4akBGpO5y6kY26MSNjAqossgbZ141m3MQbYQGKPnPCOILWK/ibmwMPZiov4+NGy0PgDfDlE6rHyjGgy5cwbb5km9RTAkIv6KD4/d+usd6MuPjTAe4GoJbBmORMWNB5INEw88qtrrP+ribcEbwpJsmHJuQyEROtt0LUefRKswJkQLGuUeZCUE/2hdeTnGOb9pGPaS5a1SSNYt0spZkTzbiBYbr1izBurgjufR+ZM5R9H03Aigi41YwbDd7MsU1GD7QRoY/Mmwl7Rud5yFnbAggzcTTsAdROtJMxEsr2pNr1YnQHxXLJ1OTsjHDCtNHfa+NtgXGTmBO6zWjGzeR/l4wbf+9hLw36F4gqRQagDcFeNnAfR5AYAq3J97ZYLZE+II87i9EvNPCRfN4oh3j1uObESGBwJaT92IGP107uJCpCY/MKkvMMyISZPi7VyWfdmAzs1EBfzQp6aKGkaC+xqpOykNpukqDT5bQPDYFzTikZ/MazM24A4BfXNxh7g7b1hRPVWoRJYIRpIMwCxVhJaYVOH5uY1kvM9bm0COzc1kmZBVCf6fo8KZbyGATgxcqAOTDOeJ54iJ76FRGZthNh3JSkRsUGOsC4qc9r0eybOopU3aznsGv2bcPRncYXYNz85nevsW5GfP36lkG8medvos+WEKOKockMnHE0aKKPG9k2xY6rPYpw8gWLivvpAsABEoiTmRPx3nma2iXqu44MBSC5ZzD2QJ7Y/qlhpk1iihGST7yUJ1ZHwKpApR8m3iaW26g4zCYK6f+mLWczjBsABetmKbpU+q2YZABg4RPjpvcGrXETkOepZXQGZ2d9dOgc392BGUwJrKmiS+XoUJSZN0ABinOI95C32cXwyRI0I41vBUAyM0ZoreyDWoqohguyuDiogRlS15uRfyxPEzXjrbbfBZh8KR83r//NO9DHW9CvvgUNfFNIxn6pcwjA4CODRTsJngFEtISQFgwmg9PMxCUxebyf1xTrovHz+D1ti9LARwKH4/up6yXgR4ruZLOu6pl9Iolzb+lYKi1S2P6U8qaFPN0ua1BHb1sHMMu40dukdEQpAdN2e5izs8n9PSRPM7ItvVVLL+JD4IGelDynHHudY+r7JXX4UnlpoOsIuf7ZDsNg8PGvLRv3Gnmda3VzE0YAmRYKnsB79UnhxH3+LXru4wMgk3wpS+v4CSMPdiGu0IchvmyOJ7xh5O+h9wwaxDxhDPA9D56pDJedC8qkJO/J5U/wKAbimnVT5CnuGU3TfuYAN2vYEdKEgPdg+8L54nNI8IC7C7DXHWB5exqt2V8JNcy8EQaObJ8qtlEdEj35rW/oLJ1JT14fMG6KY0fURT3vQieAZwGw+VzRQGXdX1AGIWkOvKjfV0MZSKsBSjHSohVtzgz8/ctElfJDgN8H+LsRtCYGbAS0yVZ7fOdyfxFSH+ARXPzU/Yb0NQnQ1X2PAIc+f4Ac6aAfSy3HR5fT62OzeSSdXCtM69a7DEzqOqYblNtsptGX3ydj4mNfd9WWABRt7bhQr2qSFpk2zx1VygXCH2/OYWzgsK7Kf8HEcfCCvxodPSdN0qMfmnoBkW8zFVp/r9NKRJ6iTJ/LLrWUVx3z04+UpbVmKNQsGV0vXVeRKaNhxtgPVHzqY/LbB+AhVkUt0tSaOEY1zzxWAcD3bz7hbNXj5nadWTQUEgtJSwLrFMCXwofP+NOYMKvUFiq2CyiN+RypjP3TcJpSu4GKdN5ROuZGORbLGvJ1iusVafiFFV82boiLO1XktBCYLeY8wTmT27tuq/G7MNu8ag9esdbkHeHf+d7UjKy5djsnqUy1Ra81Dh7HR077XDEmoN83cL2BBJZgX0eIY+uRBR2y+eaAdiCCfvkjNi0v5mCigxozk12rxglZcBUbNm0tH2O7GVHYugWgX2MJyhYKvjwmv6ds9ePnP18CAM0tuopvqkkkwmeSm798DffzrzBcNBlwIMq2SmzUaZtUijJF+WNMREyp/FP6t9bFYJS/k9ruk22e/DudFx1tGBrYKa+EM9eaRg9yDuQc20Ijp8UwcpsZ2B4irUMAjQ7kfNbO8znvY16f7S2tnc/XcdWxELLWtl0IDMrUx+K9Ie6881YsQcAN8YtuLcgakJxvW/jt7lHt4PEm0UMrdcemTwjVgR6qXh19KnnMhOhLQZt/Yk6JRbbvWlgTcP5z3odJcR/jnA+OQvzM/luRYyn8c8wFeU4aPFID2oRpMHoeuGTfpgxm9TJOJXN+aWZFD0YL5U6ooMCjBqnPkVBdP0WVAhDM/Cr0U4tZAf52QKLxwhXPNPRiMMTfyXCoZxKYYYpUEo7ozyRNUG3p0LJv0bZmAJ5DMrd6dQxYVLHVFsuQ73q1vEq6CBgV97LWOQ8p8Cb0MST42+fvB4kYxKOOwSJmo4ANHAVMFXIUyFbd9xrEmX3GMU3yi6M0MD+uaCOoZtMsMW5E121yFlBUx/TWKDvTlgtA+FD7U/UPVfoq7aSvmxOdfgSoo/S+P6dcrfrEoHHV1o1aarZM3U8v5a1ZNACKCaL+rtOSCYlpUzNuErDup9Gk5tgMWmrGDVz2CVJGlcqT4wSqUfZxU/vfyUwjMWT1/wqzelI3LDNv5iRHE0LcgpO3qj2nvP90Bms8Ls93aWysGVHeTOc+3hGCYZAibY1VPo9CAgSRmToowawEkKdrsZbw3Uu/a9BjYmMoEKlMmzWZkNu/+GsaTZEuFXfAqXCdTiT7OZqmk7Y18bsUu7GaYXysOM8RBi35o+r7JeI9oV05dijtkUOvI0e/SndDbOYZ5g0XltNSjPaV/eGUttGEQeuRtkJP/ODUQ1Qx1lN1TJ87PO1J7bDOU4M3c+UsgTh++h4slvGEosHJ5wb7AODs7+9hf/yEZv2Gx3Bx6mtQDELCaCGxC2v/DCFMbB8dcjsYTHXMP/WZw4BLuq4Db4dKeXTnx/Ughwz+qPoCKG2RENQcLHY4np0Oi71Eest58Ycqm2myYDkDTs0xjOYWded2r4h/IICNYC8dpC+vrVk3AINZ69X0Ggfk6dayDnkfPAT2HNo6VZeh5bFAzuesXj/3tqKXYBXV8kLbpbrzEf1dg/07g9UrjwDZioFyv6rscfVqL6105EDZdjzSdo6kZeuV3oIy6ezzDFV80CxGldJ9m2zRiXt3E0Aws6WrGIRMXI0cmbJKsW7BZLBB5xcv+dqhJA/OlKJH1FIPfnnfL8VOYWrcaGr1xA/OgSYhjBvbzK8kPrUEh/xsgJItMjcxrfPHc9mJNMpJ59wWkjkApv4+d81j3+HawKnqCqBsi3Udl/5z1eYXnQwvTeplEqmBnKX6G0yup8ucpUQb9b48s/iBJ5IcoY4WmVjsRyi+k7JyKAatAnjlv5DcM2G3dFblqe7p0nN7CFxJfyJk1kzyqWOX28JSexHqtK4jcvs4Sub60sn/UGnE5pH2Z/JBofMHaGCvLL/wcyPXf8zq82dKCIS7vsWbQCnSjUygZ/2RAYkJgBS5Sb3H4i9GRdMJnuCAQh8KXjPxjyOsGIPE2NARqHjMKCfkh1/ox8vcZFnkqceFGtDRtncdQrxOW9vrzynn6x7DaNH3DbouDu7Fc8i/53yssA+ikNLNhR9OgEncCgxPCHoSH9MY5SNEtlcFR4AVpi+prXRxHiT1CJTaaxgNgvWsyRd2iLQ9jjiF6DA5Ok5uQipT+0AKqi2LH6bEtIH4dKrbbvneLflPqtk29fmaoTMXWSoEgiUPh2Ug8TnEe2LQq9pik8cdoGCqzAE4UXJvJHmyjZqAHB25SUA/AWGizvb4TB5VvwQQid0t4ymQI0XFfrz0cZPtYxmDkz8eZZtqBrr8D0zKohJkPAT44PFAXgLlF4D4BKK/EGgDAP2bNexdjyB+QEVkDlTbaAkFDFVaTB0Vh+wFLQEqWkfgRL4TgOhRO28NV5rEr0y6brQbJBKnAC6jU/774vw0lANvigw1OoTGpt+zfmvyoKnaeCjvgat+13JojryULzAYQ3oAGgN476nLx5zoeG+t5dDgj5CnJSE/FDpiSY5h30zyPOOLciyw8VAd/omybQBg2FqEAFhxuFb3e3OIvpaA6WQF5USXz8XJiIQ0rPbjFyCPDFC6LLlOKPPo8ksdyg4RM4+5quPcSsJ0Al/9/szmfcjw+Nzgb8Gz00IGkZ/fGg4evD1NRCafxW9w7zWGUuvnm9IrpoWRtA9MoPW1Hppsx2ssHS/a4AP7wWelXjHQ+fUzNaiijB24lho4all0Nrsk+l32eRjwAxt9DKC8gGHj47gdgaIECFt133x+huIQXdqOhEJNIoCfIQTHEe+C8yCfw6QW7Ju6fQgQVzsJnnMWLGBLfU4DRuLTS47rvDOfBE5HUJz7u/isxM/TGHjiOIa4ah6i0a38JE2AIQDI5afzaYKp0sn9qwD7QjSAE79T8/n91WNllMlc3M5hrVer9og6A+G1/xaty3NI5R7SQJ4c1FoDNbNlhOnY+jljxxK7qCx3OY12UvwUUt/nY4QowBp+doYCBjy/s9AQXw/2hTHfYPPEz2McbUrriCfvTgEiRaAwRyAyDJI4ij5l+LhRvudSXYiPefIotsgFmoIwQAaA4jkfQQQGVfIcyDsCaSBRtttRPu8DgVy0D4RUONkqmNvuPEBVAV5yH9Q7Nvfu1aBNDTAaCnAPMLZSpCkK6J2dOPJ+apmzoxjoyM9nGkVKAThcSM6bAPKchxcJS2ClHKvjdRAi2DJNm/KM+roZoEGjr6eBIdYhgUKxnqECbOKxBNar+hf3xZR93bF93Fw/8jnTskMMTGBmfvNMYgZ5MeN19RadwPdbdKqYuKk4ANgUN7ag1lUrFzM3niITvQZ7Fh+S3pI1V5eZ40EY76o+5NXvesvXHDteg0UhIPkVrO9DCNGHjptq7YAZKIEjY3iLV/S7Q8YgGN4WVfyb9D543i7VNscvpkX5POBGTY6eNM+x7JvnkscwUU6gzUExNvpE2eROOhvvdUcakkG/uCKsV5glz4LMOlid0anMME07uW7KK8erR1wNTlpPVgsWVgYmq7tHhCic803DZYVCc31oNs+y87i8ohE8Gzcv4fDRtChDxms6uJrYEuIEWmsf1L0IydgI0nnLRDMaFmliu9D2ynMlCDOROZAn6knbW5J6wn4M06aq10HgRYOVxX9cAJbSdeIEPEWSCMlxLDViJHK6zBhDiqo27l6mX7cbAq0M+6NCBKGW+pNFFiigO4XFrULRBxbVwGJ9HQFeNLAiv3U6DQLpNHXeJdBG16l3+bz8B90xpa1/iO+B9A1Tna4m99JEQ60xKJyGi1IgaVo9Tv6oJG9IafTdTj4ewHmNIfj++cdSQwHDYHkVPNg0+ddbf6z1CdgZR4umcexkVqVLEygFwPAWLA/vDIz1syCQsHR8ZPyIdr2FsT7pOfCkcJ4p4bxjHXnSmutYSxCGUazL6AyMYb3INor/dYxhwzltgPNZp/Kr/yohwDmvOBIuX0f5ztsPspbrhFhGenbI99EHAgX2W/QSW6W2fZvAIu0fqJA41zLRZ4sbDd+jUYESPraR2H5MEH8x3OaM49DoNJh4nP3B6DkpaWfGATG6WNYh+p3JE+QMxugtWoWutj8xS6YCbHw8TiXYqPPVMhdBKp1L3Wx8pwJxO0vti9BYn9rFnPiYxzkLY13MEyN6mYAhTMcjmbNa49G/hJ0jtlWI70liscR7Epk1iwCODvQhizBia44ZQOGFjLi1blR2ODIQVPqnQZE26Xrh0Yd0nTBSGvcT2zxgujjkwcxzZRMfAmzq7zWzsPbzWOfTIN7BxVEFiNcgjXZQLNGllrCP57aPzeiBYQSFwCCBMRyEIbFgGIyQrUgBhrc6Rb3YqWvARn4D5Zy4BkjmVg3mtiVpIGVSftQ6WINm2qQ5WkjlkGbLLAE/uj7ajp7bHqXrqc+J42MBeOacG+tjEhnUe1DD4cqpa1lbgzB332NELDp7XNjVw63soUnGnBwCLI4pTzt3fEl5StDmJNjdN+i3DYZbA5LoBAIT6smUkclVTGOIe/J6QF6agFWyODGuQZpkiASADkxyzXQvuUhyKlfVb7JNsgZX1BYAMmU5xmZAmgggG9IHJn+oiR+DrA1gmvKjyzc2cPhRylo+6Zyuk5XJb0B75mHbgPVqOPwAvlBMGzB8osyMQfVsjNoC0xA/R619yL2anlTGbVMU6Yuk0848+2KybhCZEKVOW2hQlSHgyah0YyZhMot8ck7rIg/KNihU2RhqnjqTtWcN8IRZHA5LiGtaGSBkbVaW87TxvNV54n2LzBSz4euYM8MT67M40ehim2koM1wMYK8s3J1He/EyfXoYAXfj+b9YSg78CkAuAJpxVDxrX7U3BYgUbBnnM/hRywTsVXoJdDmUR4NpM3Wr0xbADLA8exLR74jRmg8nh9W1URbTFud1/z0D5JQ6l5cddDKrgBqCObeAJZiz5zWGAwj3Y7mGZYgZSGUZopIAABcXSURBVNZ6GOthKKSJlm24LcvvdN56iENjkvyS1oaJlqg55SfMpgX0uKIMW8rXK+pU1U385GjHucIsEqe6/Dv+d+IJrDEhfYi4XLkXcp6ZLllb49PHRK3ZMNZ4mFi+NSGmUWOR3AcCjJF77SfX4eeU70dyStw4WONxvn7+cGSvLrcJgBKZYwppm2AOQJtjoOh8wBTs0FI4za6cBOvzzG6omDC+TDuXt86jAae5+d7yYntI7wiA1B6p+CC2v9wOKbYFQwFNbNO67VgTYpuK7YZCamPSXqRdA4BBSB/5DXAb6keL1jzveGVNgIugWOkfC9nOe0hmFgKB8hkk5pRm20StfeDULJvg8vFpujC5TqqHlFPXrwKG9H+YHEMF2qhbkW1q1QdqOxwzC5PSNyr7VspK5I9kV3vW8VP21yiOpzZqApo1L5SsOu0L4elluGjgLzbwjSnBh3hjgug6im5MHyz/4VkHxXP+XUSKRhUy0HKMdnHhKWnHNnIMxEAxLTkfgRkP8iH9ztS/iA3I9b3P5R/6aIfE3nOI7nHkesx95NyhNHMfoNTG5N8AiAhE0UaKwA6CB11dIoyPazefv1Xq0Irl5/q7KdKpN/e5WDifAxAdA9ocw7b5Dxz8aVuP9esB3dcG/l6tuCrjXU+m8mSPJm1kNsqNzzpNLut9n0UeSpPT4ENyyEktMzDI8uS/uFYX83TTyX6B6k+uE0HaMYBaQnABJOCtrZF+VsEz0KI1++JR/1PRHZNE53bUzoQHBRJoplmAhsB7q5sAYdWEkRKjRISp0Owwb9wZeAfcbx/nROuxMtwbbL4LCDsBTELe2iT18jHC185xfZVGAEf6EhEwzTMTAX1M23s2GiQqGHhQ0Y8mRACFz8W0hXaxHSpjJX4P6TqlJqlbNQEPPrBDt1mNpOX/J/aP9PdzUdKAWf8yObR9UOXRcp+kJ9phahhN0nmkLb3DDw72kvDh71s8LuDhZ4gB7OsGtLYqRHw+ncCsVdQbfjloHXVnFZAs4GBcbWk5pDetGoTegVr2P0M6XKRoDfD0jgEz0Xr1R/c1+pjahlXr4jrxO0ke0Tb6h6II+NSrS7oOUm5j+J3oom4ERJQ8iEwr3l4Wdo7vs+je8f0bPVKP6AHq+H0x5xZh70GXUZ9b3g5pDQNoFPtJAco94O8czLnF+NGj+4JmcYyctyOG0UZGR64/wJM/ZhbkCS2zR2QyLMf1ShxPamVyVkfb8Y7gXQ6bXK70MstC2CvGeWaz+IBxtKk+AE9QnVfMlwgiWOuLsNgmVP7OAldSpyGlma1iCqebPggDxoDIY3QWLTl4b2CiBnx1HQIMsyOIqCifyCTmjW7SzLAABmfQgq/HjBsLwEVGj0/OZKW9CQNjt2cWzLZ//lB2v3t3hYvVHucbXtBIbacCbxJzC0jMLXEMfUg0uCLtY25LWgJCLG99qrVmC6Q8VJWrQtxL6GNpt3WdTGSDCOhHJrLOJiCjvp44NI5pbGZi0SEwKt47IkrtncvwsWvLzrAzi80wqBMiSOKD0h4+2Myki+VYw9ukNu2IT/vn7XGcJ5ydjTBit1HewpQYN4rtPMe80a1A7l5IOtohslUqsXeyBlCyY5QG2D7QeQr2jCx6OHUd5HE/hSOXOispWD0xzVLalEeDRAtMdG371mxyzUAPgQrbhc/n8olQbCekxufrLTDJ9nct2s7hbvu87Wb9hy3M7RZ23YB2cRFVMWk0+JEiOzmlx5iu/hN6gnBIa5H5s9i0/cDp9n1xnGq7UoCXEEAxLfVSb6AaDEpdX3sGIZ4wWybXVxMlTT3Tx9J+f8eTNq3n9iYby0BP1/L/71rgfst6GCJQo2y+cQSMAa3XCJ9uQF+/mfyPQ/J8S1kPMW8eA1w8JQunDtn6qLxPBNo85fV+otL3Fv2nBjf/3nBkEHlH4mpu2pJBceLY8PYGiuyJ2VDPagJZrEQvbV2JcjDCzrF5FCsorRA3ovkD+Z6OETMRLMGsmYlAHcG0+UMtwawIpgXMilebC92xNivENIjH+Bpmw9cwG8kD/r2OWj5tPGZZkw2wm6xNG2A3gfWK2TymYR9FRMCnt2t05x5nm/2D9+5LZPXK4/63BubcQPZNp+dB4I9a4a91elZaA9NVfuRnXPjkEPFVmjgRF4fJSStwoE7Le4uVTqBfvu6ESVHnSfuTq7pKHoOUJkjagJQnAZHyPcR3L75raevTmLeNFfeH4r2wMU1r4Hv+7ftY1hjvazTIktFkgf2Ngd8GnL9+XqYWAHQ/axF6j9t/22cG0toyCNEZ/m4IdMbrFXTOEzvaNHy/VpYBjNaC9McaUGMmbSzogVhL/UxVu5j9DO7pPvsRYXDAEMNaitahzeUjIJ9uv4f6Rs2qMcT3yhDfX2FnyfG4jYo6y/euswBFkEzrjplR1BmYVTwmYHps23ZzxELPF4glj8463O47vPrqHm3jcH6xx2bTY7UecHbZo20dzl/1MBRw8aZHCISL13sYCji76mGsx+Z8wGo9oluN2JwPsI3H2VUPMgHnr9hAPX/FvzeXfH69GdF1Dqv1iPVm5GMXA6z1nMYofT6gbUeszwZ0K77Oaj2iaRw25wOMCXzdqBvrsT6Les15u27Eaj2gbR02Gz7HeTzOL3o01uPsnPVm02PVxTyrEV3jcHbG584v9jDG4+KS9fl5jzaeX7UjNusem3WPrh1TnsuLPawJSu/4eps9l70asO5GtI3DZt2jjecMBZxt9iAKON/wM1h3I6zxaGxmXAgAtB8a3GxX6JrHOXz8HPn1v/oBAPDDxwsG6jxvgxpd/shvHxi4Cn6qnTPwziAEwjhaPjcyoNz33F/1+6yDJwyDwTjy1qmhZ5+C+x2n2d23IBOS7vd8vt9buJHgRiqOpTzEmq/Lx4eBAbxx5OtJHYiA3Y7z7HccRVTq6EYTF8lzSO9hYP8+w9DA2IC+b2BMwDA0DOZF4FPYPWQiKGl90qMzaBoH76OfnzifFOaONQwcNpaBxK5xGJ3Bqh3hPKU20TUjKOXhchrjcdt3uO1bnLXPy5zYrAdsty22n9oMmOll9AhOSNSuNGeUxTygsFeEQTMHhgARSFELKsFVc2I/o12plz7BI4f+nvnM5lMyqbs+d8hUn2ElzbkBKFg2BhW7q2KaU9bG8jUKRo5i3HA+bkN932Do7bP3OR9+fYHdv3iDm19t4F6fwV9tEM7XCGcrhE2HcLYCuhb+YgUYA3e5BgDWRHzcGoRNx6BC2/B3YzgvkPWm4wWVFZ9H27CW70RcBpD1qsvHY7qgP9YgrDvWG66jlB9WHWAtn1+1/FlzPcNmlXXbIJxv+FpnG2C9AjZr1usVaLMGie460MUZaKX1OevzM063XvF3OSZpuhZ0eZG1HF+vQZsNf9brXN71JahpQK+usm5b0NUl1+Ms1mez4TxnGwaZfvl9CnN+rHyZc+Jj2TNPlX8JbNGMnJqp8xSAz1MDKP8/BmSOlavvdjAWWP9nX8P//kZtNQiJPSGr/LJSbK87hNHDXLYIPsB05cRbTzLNVYuwczCvOoT7Mf2mdZywxXYVfICJK8Vm3XDaVx3C7Qi6ahHuR9C64RV6Nck1Da8qm4sG/tMAc9Wyft3A344wZw3CzuXtOR68bWXnYF43CHcjp70Z0Fw3CFuH5tLwirVMkAWwGjxoZeC3Du3rBv4u6q1De93Elel4nQCeRA+8HSTsPV/nbkTzuoXfOvbxsfeJ7SP3OowB9IoQ9h7NKwO/Vfqa62avqRhY/S6gbQJC2IEaYLV+3oGJWsLFrwnmrAGdhbyNzmMWfEm/tfPW+rwPgDVMwWwtwuCYObEfWQ+OWQriuAxg9D8eo9YirGPazsTfzLrQeShakek6kkZpWJPTKZorRU/7tI516+L1JE/cmpP+WZUHrYWNWn6nPIoJQvE+2ZFBCttZoIu6Idi1LVgW+t7T2oIaQtNQnIzzxL1ZxQazQXJYS3sHs7FYuwGrX1/g/t/efnnjOELsd2e4/J7BA9MOXJf439EwawGNAZ3zfaB1M3UKXLOPKpbMBCys89THhAkjjBR9PS11nrm6PJX4AKyo0HRpp8erPLRqSn29Yt1G1tJqCnrTimmG5g0bhOYN5zGveHVSmFAAQD5u22sI/maEuW5B7fP2Od9f3OF23+HP/sVb7G4bXFzt4QYD2wRY8KRqfTHA7Q0u3uzR31m8+uYew9bi8qsdxp3F2fUA74Am2q/BETZXMc/rPYatxdU3O/R3Nv1eXwwIjtJ2qjAavk5vcP6qx3BvcfFmj+He4vzVHuOO8/jBoG1jngBszge4weDiao+xN7h8vUW/bdLvzfkA7wjdyiUWQ7Me4R3h/KLHMBhcXu0xDAYXl6zPzjk8ete5dJ22cxhHTtPvLa6vd4U+v9hjHA1W6zFNuNrWYxwNrq44zatX94W+utxhGAzWmwHBEyyAtuWJ+cXFDv2+wfXVFvtdi1eXW/R9g8vzHcbR4mw1QPuVGR1P1G/3K/zy2w8v4uPm9//+Eq+vt7gY9um/FhG/1II1wAwVYwJWsv1MtqKpBW1jHG9Pju1eolV1K9ZNfCZN41OeJrahrnMIgdN6R1jF5yztpWl8YudQjEMu56T8bjWCiJ8DmYCm8czc8WK3BTSdg7FcR9t6dN0I23q0o0vlyXY2XpAOsWx+tt3KwY0Gq80I7wmrtQPtuX7y3GRb3GrtsL0jbuefDNabEcHzf+t7C9v4xAwyNmDsLVbrEff3Hc4v9sANcHG5x+3NCmdnPbbbDl035q1KJmDfN2gs+9H55voW72+elx96/roHGcCeC3Cu+ky1xScEXgAJDmjbKurT3LJ7BHZMB/iedYrypKI9aREwiLrou67WdR5flifX0TpFe9UscaPq0AeYNcFtA+yqvl72W0Ni93cEvw8wK4LfBpgN4Pe8IOmHyJhX4y+z3Alh4DxuywsAbsu/wxDSfeU87IDZtLHcFeC2gN2wNmvA7/L9FHF7Zq67HwyufrbHzR+fd2538Q89aPS42DvYj1ue4w6j6jwIIIK574HGwt7sELqWddvAbAcEa1P4bhDbhKFrQf2IsF6BdkPS6FpQP+SoT3Kdke1SYZfQ/Q7hbA2627Le7hHWHWg/cPQngCNBtQ2nPd+APt0hXF+APtyw/nSX8qJtINujQttwuZfnwMcbhFdXwLuPCK+vgI83wOU56C6yWzznQdsgbHfA5Tnw/iPw5hXw43vg69fAuw+8Pel+C+o6Tj96Bobud6CLM4RPN8Dra+DHd8DXb4D3H0GXFwh3Ww7dLVubmgZht2cQ5uaWy/34ifN++AS6vAC2OwaVhjFjFcMAaluEYQB9unt0O3gYuPkScOaYKFPa2P1cWQJnXhq0+SfukFjL//Rvfon/9F/+Az78d7e4iIOUaflemg5wW0JzBfTvgPXPgPt/IJz90uH+74DN9wH7PwLdq4DxnjtTMjnP7gfC2S8C7v7W4PxPBtz9rcHZzwds/0BYvfEYbwh2xddye0JzHrD/YLD+qsf2R4PNtyO2fyRsvh6we2vQXQ1w2+wwM4wE0/L2oPZsQH9r0F1t0X8y6C52GO4N7GoH38v2Iv7PZAA3EJpVj2FHaNesm27A2BNsM0YnZ07lcfAOsM0I1xvYrtSmdZGdF9R21hDDSHpejWkd3N7CtK44XlBK5bsJCKMFNR5+sHG1J2vNihRjqO8tdvsW7QeHi6vnZdz8u3/9Ff7yP3mL+7/xOP/LBn7neGIn4Fi1Ta7UbgryaDGEcD+yvh0ZaLsdkba+1UZGPObHnieSnwbWY6nLla8wm0Z0jrwwzSPn/KcBtLbwn7aZOSLnFSBZbF35NEx1xaDJQOHAzJl9D7Oy8B+j3jtmO7jItAnxOtEAopbg9wwyuu0As2HQTwwuYUj5vQM1QP97ZnN9+B93uPjz5yN3ivxv//0r/Mf/dQv3N29hf/UGxVYguQ+9g2xhSr+BadQmLXL8kAYqhlc0JAWsWTellhDfCix+8DqHZG770xwIpK8l9endVC/VT/LsRuCsBe6H/Dv+V/GlJP8z7EbQeYdw17O+2effm5YBVBvbquNIC+GmhzlvEO4d6OJpg1/W8t/8n9/iv/rVJ/zv//d32DQjrtZ79HHbVGs9tn2Dy80e7+7O8O3VLX774Qq/ePMRv313hW+v7vD29gzXmx22fYvWOhAF9GODs1WPT9s13lzc44dP5/jZ6xv84cMlvr68w/u7Da43O9zvu7RK248WZ6seN9sVrs93eHd7hm+ub/HDxwvOc7vB5WYfr8MdyOAMNt1Q5Pn68g4/3pzjzcU9Pt6tcbnZp+vwLWYGwt2uw9XZHu/vNnhzcY8fb86Lut3uVlhHpoIPzFa437fpXnx9eYcfPp3jmyu+3quzLe52HVbtGLc1AY11uO87XG12eHt7hm8u7/DHmwt8e3mLH27O8fpsh0+7FTbtkPzENNZjO7S4WO3xYbvBm7Mtfrzb4OvzLd7db/Bqs8XNboVNO6J30ZE0AnZjg/NuwO/uN9i8ZxbRd8/acoD/48c3+Pn9Pb65usPH2w2uL7a4u10nfyzbnu/X+9sNvrq+ww8fL/Dd6xv88PEC3766wfubM1yd7bDdt5E9xFu8rs53ePfpDN+8ucXv3l3hl99+wG9/vMY/++YDfnh3gTdX97i9X2EVmSH7gQGttx/P8d1XN/j7H17hT372Hn/3x1f45bcf8PsfL/HV9R1u7tZYdwys9aPF+abH+5szfPvmBr/98Rq/+OYjfvvjNX7+9Uf84e1lcR1hDK27EbfbFV5d3vP/MTf4w/tLfBtu8PbjOV5fbHGzjXm84W6wcbjdrfDqfIu3t2f4GnwvvsEtfvx0jlfjTrUd1Q76Fhf9Hh/uN3gTCD98OkcIhLe3Z3g1SjsY0I9NYtzsxgab/YCb3QrDaPH+fo1+tPi4XeOib3Hft1g1Dr2zyb/O6Aw663DTtxjeXeFq/bx2zn/7v/wZ/st/+Ru494RuM/IWemVH+oHQrD2Ge4vuwmH3scX69YD9xwarS4f+1qI9cxh7in4RA9xIaNcB/a3F6nrE9l2Ls68HbN81WL8asf/YoLtwGHYcuh3AJM/uQ4PNm3ExD0cqYyb2uDNoLxz2Hznt7kOD1fWI/lNT1E22etkmwPUGzdqjv+P/sb9p0J07DPcNmrWD622KbAYw68XtLZq1w7Bt0G4c+rsW3fmIYdugWXu4vY3bmWQcZhvXtB7jjusy3Gct16nBSNkm6AYDu3IYdxZN5zH2DOK7MW8jFHGOmWW39yvsf9Pg+qvts7Ybt7YwPcHuHfz5CrQbgXXLYNowInQN6G4Hf30G++MnuG9fwf7uHdz3b2B/+Aj31SXMpy3CpmPwJgSEVQu63cK/voD94SPGn71C87v3GL9/jeYPM3kAhMaAtj1f5/0d3NdXfL1vrmHf3sC9uoC53cJfrEFDBP/jNiJ/fQ5zs4X/+hrm/Q3rD7fwry5h7rYIF5sIRvHWBRpGhFeXoNstwtevQR9vEb59w/rNNQNBl+egYeRFbUP8/fqSz337FYND338T834F3NwDVxd8nbaRhwm8vgLud4Dk+fl3oPefcp7XVwxWbdY5z/Ul5/nmDfDpDvjua77ON2+A+x3C9SWoH5gthAhgbVag7R50fsblPTIsGc16Oj7JSU5ykpOc5CQnOclJTnKSk5zkJCc5yT+6PP8y6ElOcpKTnOQkJznJSU5ykpOc5CQnOclJPktOwM1JTnKSk5zkJCc5yUlOcpKTnOQkJznJT1ROwM1JTnKSk5zkJCc5yUlOcpKTnOQkJznJT1ROwM1JTnKSk5zkJCc5yUlOcpKTnOQkJznJT1ROwM1JTnKSk5zkJCc5yUlOcpKTnOQkJznJT1ROwM1JTnKSk5zkJCc5yUlOcpKTnOQkJznJT1T+P8KgE0fNIjAzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x288 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot repeated samples from posterior for some observations\n",
    "def plot_BNN_predictions(target, preds, pred_mean, pred_std, num_preds=5,channel=0):\n",
    "  if num_preds>len(preds):\n",
    "    print('num_preds was set to {}, but has to be smaller than the length of preds. Setting it to {}'.format(num_preds,len(preds)))\n",
    "    num_preds = len(preds)\n",
    "\n",
    "  # transpose and concatenate the frames that are to plot\n",
    "  to_plot=np.concatenate((target[:,:,channel].transpose().reshape(128,128,1),preds[0:num_preds,:,:,channel].transpose(), \n",
    "                          pred_mean[:,:,channel].transpose().reshape(128,128,1),pred_std[:,:,channel].transpose().reshape(128,128,1)),axis=-1)\n",
    "  fig, axs = plt.subplots(nrows=1,ncols=to_plot.shape[-1],figsize=(20,4))\n",
    "  for i in range(to_plot.shape[-1]):\n",
    "    label='Target' if i==0 else ('Avg Pred' if i == (num_preds+1) else ('Std Dev (normalized)' if i == (num_preds+2) else 'Pred {}'.format(i)))\n",
    "    colmap = cm.viridis if i==to_plot.shape[-1]-1 else cm.magma\n",
    "    frame = np.flipud(to_plot[:,:,i])\n",
    "    min=np.min(frame); max = np.max(frame)\n",
    "    frame -= min; frame /=(max-min)\n",
    "    axs[i].imshow(frame,cmap=colmap)\n",
    "    axs[i].axis('off')\n",
    "    axs[i].set_title(label)\n",
    "\n",
    "OBS_IDX=5\n",
    "plot_BNN_predictions(y_val[OBS_IDX,...],preds[:,OBS_IDX,:,:,:],preds_mean[OBS_IDX,...],preds_std[OBS_IDX,...])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ln7sn-UJpHa7"
   },
   "source": [
    "We are looking at channel 0, i.e. the pressure here. One can observe that the dark and bright regions vary quite a bit across predictions. It is reassuring to note that - at least from visual inspection - the average (i.e. marginal) prediction is closer to the target than most of the single forward passes. \n",
    "\n",
    "It should also be noted that each frame was normalized for the visualization. Therefore, when looking at the uncertainty frame, we can infer where the network is uncertain, but now how uncertain it is in absolute values. \n",
    "\n",
    "In order to assess a global measure of uncertainty we can however compute an average standard deviation over all samples in the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vQRbK594S2Ak",
    "outputId": "7e3ea005-6d48-4308-8e53-002173f4ebc2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Average pixel prediction on validation set: \n",
      " pressure: 0.025 +- 0.009, \n",
      " ux: 0.471 +- 0.019,\n",
      " uy: 0.081 +- 0.016\n"
     ]
    }
   ],
   "source": [
    "# Average Prediction with total uncertainty\n",
    "uncertainty_total = np.mean(np.abs(preds_std),axis=(0,1,2))\n",
    "preds_mean_global = np.mean(np.abs(preds),axis=(0,1,2,3))\n",
    "print(\"\\nAverage pixel prediction on validation set: \\n pressure: {} +- {}, \\n ux: {} +- {},\\n uy: {} +- {}\".format(np.round(preds_mean_global[0],3),np.round(uncertainty_total[0],3),np.round(preds_mean_global[1],3),np.round(uncertainty_total[1],3),np.round(preds_mean_global[2],3),np.round(uncertainty_total[2],3)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-NtAI8ZbMS8a"
   },
   "source": [
    "For a run with standard settings, the uncertainties are on the order of 0.01 for all three fields. As the pressure field has a smaller mean, it's uncertainty is larger in relative terms. This makes sense, as the pressure field is known to be more difficult to predict than the two velocity components."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hcVF9S-JoprL"
   },
   "source": [
    "## Test evaluation\n",
    "\n",
    "Like in the case for a conventional neural network, let's now look at **proper** test samples, i.e. OOD samples, for which in this case we'll use new airfoil shapes. These are shapes that the network never saw in any training samples, and hence it tells us a bit about how well the network generalizes to new shapes.\n",
    "\n",
    "As these samples are at least slightly OOD, we can draw conclusions about how well the network generalizes, which the validation data would not really tell us. In particular, we would like to investigate if the NN is more uncertain when handling OOD data. Like before, we first download the test samples ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ClH53HqtOw3L",
    "outputId": "10ad4fab-48ed-405b-9148-304e4624d29f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading test data, this should be fast...\n",
      "Loaded 10/10 test samples\n"
     ]
    }
   ],
   "source": [
    "if not os.path.isfile('data-airfoils-test.npz'):\n",
    "  import urllib.request\n",
    "  url=\"https://physicsbaseddeeplearning.org/data/data_test.npz\"\n",
    "  print(\"Downloading test data, this should be fast...\")\n",
    "  urllib.request.urlretrieve(url, 'data-airfoils-test.npz')\n",
    "\n",
    "nptfile=np.load('data-airfoils-test.npz')\n",
    "print(\"Loaded {}/{} test samples\".format(len(nptfile[\"test_inputs\"]),len(nptfile[\"test_targets\"])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lBRnudybM3Ri"
   },
   "source": [
    "... and then repeat the procedure from above to evaluate the BNN on the test samples, and compute the marginalized prediction and uncertainty."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TP5D9rhkNlsf",
    "outputId": "5a316880-f5a9-4c4b-8962-59bc6350c788"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Average test error: 0.023046530292471824\n"
     ]
    }
   ],
   "source": [
    "X_test = np.moveaxis(nptfile[\"test_inputs\"],1,-1)\n",
    "y_test = np.moveaxis(nptfile[\"test_targets\"],1,-1)\n",
    "\n",
    "REPS=10\n",
    "preds_test=np.zeros(shape=(REPS,)+X_test.shape)\n",
    "for rep in range(REPS):\n",
    "    preds_test[rep,:,:,:,:]=model.predict(X_test)\n",
    "preds_test_mean=np.mean(preds_test,axis=0)\n",
    "preds_test_std=np.std(preds_test,axis=0)\n",
    "test_loss = tf.reduce_mean(mae(preds_test_mean, y_test))\n",
    "\n",
    "print(\"\\nAverage test error: {}\".format(test_loss))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "kLmWz_kPQ_RE",
    "outputId": "6656bda9-532c-4dce-a4b9-1c4b4c70ecbd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Average pixel prediction on test set: \n",
      " pressure: 0.03 +- 0.012, \n",
      " ux: 0.466 +- 0.024,\n",
      " uy: 0.091 +- 0.02\n"
     ]
    }
   ],
   "source": [
    "# Average Prediction with total uncertainty\n",
    "uncertainty_test_total = np.mean(np.abs(preds_test_std),axis=(0,1,2))\n",
    "preds_test_mean_global = np.mean(np.abs(preds_test),axis=(0,1,2,3))\n",
    "print(\"\\nAverage pixel prediction on test set: \\n pressure: {} +- {}, \\n ux: {} +- {},\\n uy: {} +- {}\".format(np.round(preds_test_mean_global[0],3),np.round(uncertainty_test_total[0],3),np.round(preds_test_mean_global[1],3),np.round(uncertainty_test_total[1],3),np.round(preds_test_mean_global[2],3),np.round(uncertainty_test_total[2],3)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is reassuring: The uncertainties on the OOD test set with new shapes are at least slightly higher than on the validation set. \n",
    "\n",
    "### Visualizations\n",
    "\n",
    "The following graph visualizes these measurements: it shows the mean absolute errors for validation and test sets side by side, together with the uncertainties of the predictions as error bars:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 298
    },
    "id": "Sn8g_ACGsVgo",
    "outputId": "26c88b29-1eb9-4316-d5d5-1ab08b3f08f1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot per channel MAE with uncertainty\n",
    "val_loss_c, test_loss_c = [], []\n",
    "for channel in range(3):\n",
    "  val_loss_c.append( tf.reduce_mean(mae(preds_mean[...,channel], y_val[...,channel])) )\n",
    "  test_loss_c.append( tf.reduce_mean(mae(preds_test_mean[...,channel], y_test[...,channel])) )\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ind = np.arange(len(val_loss_c)); width=0.3\n",
    "bars1 = ax.bar(ind - width/2, val_loss_c, width, yerr=uncertainty_total, capsize=4, label=\"validation\")\n",
    "bars2 = ax.bar(ind + width/2, test_loss_c, width, yerr=uncertainty_test_total, capsize=4, label=\"test\")\n",
    "ax.set_ylabel(\"MAE & Uncertainty\")\n",
    "ax.set_xticks(ind); ax.set_xticklabels(('P', 'u_x', 'u_y'))\n",
    "ax.legend(); plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "icgfvAIqoMpE"
   },
   "source": [
    "The mean error is clearly larger, and the slightly larger uncertainties of the predictions are likewise visible via the error bars.\n",
    "\n",
    "In general it is hard to obtain a calibrated uncertainty estimate, but since we are dealing with a fairly simple problem here, the BNN is able to estimate the uncertainty reasonably well.\n",
    "\n",
    "The next graph shows the differences of the BNN predictions for a single case of the test set (using the same style as for the validation sample above):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 132
    },
    "id": "oP1HOciVjh-o",
    "outputId": "932ab62b-f7cc-4626-8848-2d8f4328e532"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "OBS_IDX=5\n",
    "plot_BNN_predictions(y_test[OBS_IDX,...],preds_test[:,OBS_IDX,:,:,:],preds_test_mean[OBS_IDX,...],preds_test_std[OBS_IDX,...])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6gCw2W4z6bYS"
   },
   "source": [
    "We can also visualize several shapes from the test set together with the corresponding marginalized prediction and uncertainty."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 570
    },
    "id": "iJ2y_HmDzkp6",
    "outputId": "6b22347d-9d76-4f6c-e06d-04703cbe1f8b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Std. Dev')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "IDXS = [1,3,8]\n",
    "CHANNEL = 0\n",
    "fig, axs = plt.subplots(nrows=len(IDXS),ncols=3,sharex=True, sharey = True, figsize = (9,len(IDXS)*3))\n",
    "for i, idx in enumerate(IDXS):\n",
    "  axs[i][0].imshow(np.flipud(X_test[idx,:,:,CHANNEL].transpose()), cmap=cm.magma)\n",
    "  axs[i][1].imshow(np.flipud(preds_test_mean[idx,:,:,CHANNEL].transpose()), cmap=cm.magma)\n",
    "  axs[i][2].imshow(np.flipud(preds_test_std[idx,:,:,CHANNEL].transpose()), cmap=cm.viridis)\n",
    "axs[0][0].set_title('Shape')\n",
    "axs[0][1].set_title('Avg Pred')\n",
    "axs[0][2].set_title('Std. Dev')\n"
   ]
  },
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   "cell_type": "markdown",
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    "id": "3to3b5OS6p_9"
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   "source": [
    "As we can see, the shapes from the test set differ quite a bit from another. Nevertheless, the uncertainty estimate is reasonably distributed. It is especially high in the boundary layer around the airfoil, and in the regions of the low pressure pocket."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "trAG3xoQG_Q-"
   },
   "source": [
    "### Discussion\n",
    "\n",
    "Despite these promising results, there are still several issues with Bayesian Neural Nets, limiting their use in many practical applications. One serious drawback is the need for additional scaling of the KL-loss and the fact that there is no convincing argument on why it is necessary yet (read e.g. [here](http://proceedings.mlr.press/v119/wenzel20a/wenzel20a.pdf) or [here](https://arxiv.org/abs/2008.05912)).\n",
    "Furthermore, some people think that assuming independent normal distributions as variational approximations to the posterior is an oversimplification since in practice the weights are actually highly correlated ([paper](https://arxiv.org/abs/1909.00719)). Other people instead argue that this might not be an issue, as long as the networks in use are deep enough ([paper](https://arxiv.org/abs/2002.03704)). On top of that, there is research on different (e.g. heavy-tailed) priors other than normals and many other aspects of BNNs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h_z2_i_VA1HP"
   },
   "source": [
    "## Next steps \n",
    "\n",
    "But now it's time to experiment with BNNs yourself. \n",
    "\n",
    "* One interesting thing to look at is how the behavior of our BNN changes, if we adjust the KL-prefactor. In the training loop above we set it to 5000 without further justification. You can check out what happens, if you use a value of 1, as it is suggested by the theory, instead of 5000. According to our implementation, this should make the network 'more bayesian', since we assign larger importance to the KL-divergence than before. \n",
    "\n",
    "* So far, we have only worked with variational BNNs, implemented via TensorFlows probabilistic layers. Recall that there is a simpler way of getting uncertainty estimates: Using dropout not only at training, but also at inference time. You can check out how the outputs change for that case. In order to do so, you can, for instance, just pass a non-zero dropout rate to the network specification and change the prediction phase in the above implementation from _model.predict(...)_ to _model(..., training=True)_. Setting the _training=True_ flag will tell TensorFlow to forward the input as if it were training data and hence, it will apply dropout. Please note that the _training=True_ flag can also affect other features of the network. Batch normalization, for instance, works differently in training and prediction mode. As long as we don't deal with overly different data and use sufficiently large batch-sizes, this should not introduce large errors, though. Sensible dropout rates to start experimenting with are e.g. around 0.1."
   ]
  }
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